{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 单车共享数据探索\n",
    "\n",
    "请在Capital Bikeshare （美国Washington, D.C.的一个共享单车公司）提供的自行车数请在Capital Bikeshare （美国Washington, D.C.的一个共享单车公司）提供的自行车数据上进行回归分析。训练数据为2011年的数据，要求预测2012年每天的单车共享数量。据上进行回归分析。训练数据为2011年的数据，要求预测2012年每天的单车共享数量。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 导入必要的工具包"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np # linear algebra\n",
    "import pandas as pd # data processing, CSV file I/O\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "#color = sns.color_palette()\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 读取数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>instant</th>\n",
       "      <th>dteday</th>\n",
       "      <th>season</th>\n",
       "      <th>yr</th>\n",
       "      <th>mnth</th>\n",
       "      <th>holiday</th>\n",
       "      <th>weekday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weathersit</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>hum</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>casual</th>\n",
       "      <th>registered</th>\n",
       "      <th>cnt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>2011-01-01</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.344167</td>\n",
       "      <td>0.363625</td>\n",
       "      <td>0.805833</td>\n",
       "      <td>0.160446</td>\n",
       "      <td>331</td>\n",
       "      <td>654</td>\n",
       "      <td>985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>2011-01-02</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.363478</td>\n",
       "      <td>0.353739</td>\n",
       "      <td>0.696087</td>\n",
       "      <td>0.248539</td>\n",
       "      <td>131</td>\n",
       "      <td>670</td>\n",
       "      <td>801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>2011-01-03</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.196364</td>\n",
       "      <td>0.189405</td>\n",
       "      <td>0.437273</td>\n",
       "      <td>0.248309</td>\n",
       "      <td>120</td>\n",
       "      <td>1229</td>\n",
       "      <td>1349</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>2011-01-04</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.212122</td>\n",
       "      <td>0.590435</td>\n",
       "      <td>0.160296</td>\n",
       "      <td>108</td>\n",
       "      <td>1454</td>\n",
       "      <td>1562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>2011-01-05</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.226957</td>\n",
       "      <td>0.229270</td>\n",
       "      <td>0.436957</td>\n",
       "      <td>0.186900</td>\n",
       "      <td>82</td>\n",
       "      <td>1518</td>\n",
       "      <td>1600</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   instant      dteday  season  yr  mnth  holiday  weekday  workingday  \\\n",
       "0        1  2011-01-01       1   0     1        0        6           0   \n",
       "1        2  2011-01-02       1   0     1        0        0           0   \n",
       "2        3  2011-01-03       1   0     1        0        1           1   \n",
       "3        4  2011-01-04       1   0     1        0        2           1   \n",
       "4        5  2011-01-05       1   0     1        0        3           1   \n",
       "\n",
       "   weathersit      temp     atemp       hum  windspeed  casual  registered  \\\n",
       "0           2  0.344167  0.363625  0.805833   0.160446     331         654   \n",
       "1           2  0.363478  0.353739  0.696087   0.248539     131         670   \n",
       "2           1  0.196364  0.189405  0.437273   0.248309     120        1229   \n",
       "3           1  0.200000  0.212122  0.590435   0.160296     108        1454   \n",
       "4           1  0.226957  0.229270  0.436957   0.186900      82        1518   \n",
       "\n",
       "    cnt  \n",
       "0   985  \n",
       "1   801  \n",
       "2  1349  \n",
       "3  1562  \n",
       "4  1600  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# path to where the data lies\n",
    "\n",
    "data = pd.read_csv(\"day.csv\")\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 数据基本信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 731 entries, 0 to 730\n",
      "Data columns (total 16 columns):\n",
      "instant       731 non-null int64\n",
      "dteday        731 non-null object\n",
      "season        731 non-null int64\n",
      "yr            731 non-null int64\n",
      "mnth          731 non-null int64\n",
      "holiday       731 non-null int64\n",
      "weekday       731 non-null int64\n",
      "workingday    731 non-null int64\n",
      "weathersit    731 non-null int64\n",
      "temp          731 non-null float64\n",
      "atemp         731 non-null float64\n",
      "hum           731 non-null float64\n",
      "windspeed     731 non-null float64\n",
      "casual        731 non-null int64\n",
      "registered    731 non-null int64\n",
      "cnt           731 non-null int64\n",
      "dtypes: float64(4), int64(11), object(1)\n",
      "memory usage: 91.5+ KB\n"
     ]
    }
   ],
   "source": [
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "instant       0\n",
       "dteday        0\n",
       "season        0\n",
       "yr            0\n",
       "mnth          0\n",
       "holiday       0\n",
       "weekday       0\n",
       "workingday    0\n",
       "weathersit    0\n",
       "temp          0\n",
       "atemp         0\n",
       "hum           0\n",
       "windspeed     0\n",
       "casual        0\n",
       "registered    0\n",
       "cnt           0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### 查看是否有空值\n",
    "data.isnull().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 探索数据"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 查看数据各特征的分布，以及特征之间是否存在相关关系等冗余。\n",
    "我们可以借用可视化工具来直观感觉数据的分布。\n",
    "在Python中，有很多数据可视化途径。 Matplotlib非常强大，也很复杂，不易于学习。 Seaborn是在matplotlib的基础上进行了更高级的API封装，从而使得作图更加容易，在大多数情况下使用seaborn就能做出很具有吸引力的图，而使用matplotlib就能制作具有更多特色的图。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>instant</th>\n",
       "      <th>season</th>\n",
       "      <th>yr</th>\n",
       "      <th>mnth</th>\n",
       "      <th>holiday</th>\n",
       "      <th>weekday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weathersit</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>hum</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>casual</th>\n",
       "      <th>registered</th>\n",
       "      <th>cnt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>366.000000</td>\n",
       "      <td>2.496580</td>\n",
       "      <td>0.500684</td>\n",
       "      <td>6.519836</td>\n",
       "      <td>0.028728</td>\n",
       "      <td>2.997264</td>\n",
       "      <td>0.683995</td>\n",
       "      <td>1.395349</td>\n",
       "      <td>0.495385</td>\n",
       "      <td>0.474354</td>\n",
       "      <td>0.627894</td>\n",
       "      <td>0.190486</td>\n",
       "      <td>848.176471</td>\n",
       "      <td>3656.172367</td>\n",
       "      <td>4504.348837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>211.165812</td>\n",
       "      <td>1.110807</td>\n",
       "      <td>0.500342</td>\n",
       "      <td>3.451913</td>\n",
       "      <td>0.167155</td>\n",
       "      <td>2.004787</td>\n",
       "      <td>0.465233</td>\n",
       "      <td>0.544894</td>\n",
       "      <td>0.183051</td>\n",
       "      <td>0.162961</td>\n",
       "      <td>0.142429</td>\n",
       "      <td>0.077498</td>\n",
       "      <td>686.622488</td>\n",
       "      <td>1560.256377</td>\n",
       "      <td>1937.211452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.059130</td>\n",
       "      <td>0.079070</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.022392</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>22.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>183.500000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.337083</td>\n",
       "      <td>0.337842</td>\n",
       "      <td>0.520000</td>\n",
       "      <td>0.134950</td>\n",
       "      <td>315.500000</td>\n",
       "      <td>2497.000000</td>\n",
       "      <td>3152.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>366.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.498333</td>\n",
       "      <td>0.486733</td>\n",
       "      <td>0.626667</td>\n",
       "      <td>0.180975</td>\n",
       "      <td>713.000000</td>\n",
       "      <td>3662.000000</td>\n",
       "      <td>4548.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>548.500000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.655417</td>\n",
       "      <td>0.608602</td>\n",
       "      <td>0.730209</td>\n",
       "      <td>0.233214</td>\n",
       "      <td>1096.000000</td>\n",
       "      <td>4776.500000</td>\n",
       "      <td>5956.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>731.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.861667</td>\n",
       "      <td>0.840896</td>\n",
       "      <td>0.972500</td>\n",
       "      <td>0.507463</td>\n",
       "      <td>3410.000000</td>\n",
       "      <td>6946.000000</td>\n",
       "      <td>8714.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          instant      season          yr        mnth     holiday     weekday  \\\n",
       "count  731.000000  731.000000  731.000000  731.000000  731.000000  731.000000   \n",
       "mean   366.000000    2.496580    0.500684    6.519836    0.028728    2.997264   \n",
       "std    211.165812    1.110807    0.500342    3.451913    0.167155    2.004787   \n",
       "min      1.000000    1.000000    0.000000    1.000000    0.000000    0.000000   \n",
       "25%    183.500000    2.000000    0.000000    4.000000    0.000000    1.000000   \n",
       "50%    366.000000    3.000000    1.000000    7.000000    0.000000    3.000000   \n",
       "75%    548.500000    3.000000    1.000000   10.000000    0.000000    5.000000   \n",
       "max    731.000000    4.000000    1.000000   12.000000    1.000000    6.000000   \n",
       "\n",
       "       workingday  weathersit        temp       atemp         hum   windspeed  \\\n",
       "count  731.000000  731.000000  731.000000  731.000000  731.000000  731.000000   \n",
       "mean     0.683995    1.395349    0.495385    0.474354    0.627894    0.190486   \n",
       "std      0.465233    0.544894    0.183051    0.162961    0.142429    0.077498   \n",
       "min      0.000000    1.000000    0.059130    0.079070    0.000000    0.022392   \n",
       "25%      0.000000    1.000000    0.337083    0.337842    0.520000    0.134950   \n",
       "50%      1.000000    1.000000    0.498333    0.486733    0.626667    0.180975   \n",
       "75%      1.000000    2.000000    0.655417    0.608602    0.730209    0.233214   \n",
       "max      1.000000    3.000000    0.861667    0.840896    0.972500    0.507463   \n",
       "\n",
       "            casual   registered          cnt  \n",
       "count   731.000000   731.000000   731.000000  \n",
       "mean    848.176471  3656.172367  4504.348837  \n",
       "std     686.622488  1560.256377  1937.211452  \n",
       "min       2.000000    20.000000    22.000000  \n",
       "25%     315.500000  2497.000000  3152.000000  \n",
       "50%     713.000000  3662.000000  4548.000000  \n",
       "75%    1096.000000  4776.500000  5956.000000  \n",
       "max    3410.000000  6946.000000  8714.000000  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## 各属性的统计特性\n",
    "data.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "此处得到各属性的样本数目、均值、标准差、最小值、1/4分位数（25%）、中位数（50%）、3/4分位数（75%）、最大值\n",
    "可初步了解各特征的分布"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 单变量分布分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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pmKBYvr2A93OLuHXmEBJjbCgW03GkJcYwoGc3VucWUV1js0O2Nev9ZQLWUM+e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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 目标y（总租车人数cnt）的直方图／分布\n",
    "\n",
    "#  解决中文乱码;\n",
    "plt.rc('font', family='SimHei', size=13)\n",
    "# 创建一个新图形\n",
    "fig = plt.figure()\n",
    "# 灵活的单变量分布的曲线图\n",
    "# data.cnt.values：观察数据。如果这一系列目标的属性的名称，该名称将用于标签的数据；\n",
    "# bins:直方图中箱子个数\n",
    "# kda：是否为高斯核密度估计\n",
    "sns.distplot(data.cnt.values, bins=50, kde=True)\n",
    "#plt.hist(data.cnt.values,50,normed=1,histtype='bar',facecolor='yellowgreen',alpha=0.75)\n",
    "# 设置当前轴的x轴标签\n",
    "plt.xlabel('总租车人数', fontsize=12)\n",
    "# 展示生成的图形\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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DpABOipY8/OV++Mv9CHYHY/xaZAw939w/hkktLLgwDMMkEU6KljpkeV20UD5h7LVjWZBM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\nWt4+EIonu/IUCyieLMtTLJC/eFqpE8W5HwK+DtxYWuCcex94CfgdADO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      "text/plain": [
       "<matplotlib.figure.Figure at 0x13dd5ba8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 单个特征散点图\n",
    "plt.scatter(range(data.shape[0]), data[\"cnt\"].values,color='purple')\n",
    "plt.title(\"Distribution of Price\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 输入属性的直方图分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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BGAAeyMyftzjW54DjgeMy8/t123XAocAfZeYtbfTnncDZHXwLe2TmPR3US+rQ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\nDB2SJKkIQ4ckSSrC0CFJkor4/xjLMHGOF9XnAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x14f47f28>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#直方图 不连续\n",
    "fig = plt.figure()  \n",
    "#工作日\n",
    "sns.countplot(data.workingday.values, order=[0, 1]);\n",
    "#解决中文乱码;\n",
    "plt.rc('font', family='SimHei', size=13)\n",
    "plt.xlabel('工作日');\n",
    "plt.ylabel('出现次数');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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p5fOcpx3oY20HsIT2q9nEfanBv8UasOjXMcmrgA3AFT3UtRwW1ffBvRvXA/uB63qprF8T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\nLkmN+H+c4LoTtfKomAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#直方图  连续\n",
    "fig = plt.figure()\n",
    "#风速\n",
    "sns.distplot(data.windspeed.values, bins=30, kde=False)\n",
    "#解决中文乱码;\n",
    "plt.rc('font', family='SimHei', size=13)\n",
    "plt.xlabel('风速', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "### 两两特征之间的相关性"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#get the names of all the columns\n",
    "cols=data.columns \n",
    "\n",
    "# Calculates pearson co-efficient for all combinations，通常认为相关系数大于0.5的为强相关\n",
    "data_corr = data.corr().abs()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(15, 15)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_corr.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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aS3NQAbvWJ/8zLJ9a7aiPn8n9VJSF/BURBXRLWb5o5/FLkwuSW1HVdyx/Doov\nYE9cirpX2CngaPbvPoB+CvUNShVq+1Nrq77E6XNRxmr+7smCZrH/dKG9KJLuXyzwcYKeo2ehv+gL\n5cgry/IaYE2W5XofPF4vy/8rgZxfLpb2mJK0m2k+lOtPfKhrJ305GMj7zwgIgiAIgiCo8oVc01jQ\nvqTT3IIgCIIgCML/M4V/TkgQBEEQBOG/0RdyTWNBEzOTgiAIgiAIwkcTM5OCIAiCIAgF4Qv57eyC\nJmYmBUEQBEEQhI8mZiYFQRAEQRAKgrhmUhAEQRAEQRDUEzOTgiAIgiAIBUF8z6QgCIIgCIIgqCdm\nJgVBEARBEArC/8g1k2Iw+S8U9u9iA3QImVKo7RsUr12o7QO82TCgsFMg9ZuAwk6h0CkUhX+iQ5YL\n/GdwNWqhXbxQ29f6An6b29LKsLBTwFAq/Le3x6nxhdr+oZM2hdo+QMoX8HzsUZiNi9PcgiAIgiAI\ngqBe4X90EwRBEARB+C8ky+JLywVBEARBEARBLTEzKQiCIAiCUBD+R27AETOTgiAIgiAIwkcTM5OC\nIAiCIAgFQdzNLQiCIAiCIAjqiZlJQRAEQRCEgiCumRQEQRAEQRAE9cTMpCAIgiAIQkFIFd8zKXwE\nKy8Xmp2eRZvLC3H1bZPncnpFTWgbshijEpbZ1lf6sT0VR7T71GkCcOd+KG2/GfjR5SUdfa6GnCIi\nLIhxY301xtet46UyfsrkUUQ+usKV4D+oUd0t22PGxkYEXz5JyZIlMtYpFApWr5pH+MNL6LfwRcup\nZrYyAaHPaDtvPw1n7mT5n1c15rbxwi2a/Lqb+jN2MGnPRZLeZR4Atv1zhwGrT/LDpr8IiXiptp46\ndbwIufInYQ8vMXbMMI3taoqf6DeSCeN/yLHe1taah6GB2eooyP1gYKDPjOnj+OPEDpYtnY2trXW2\nct/27MTy5b+l5+PJleA/eBgayJg89YH6eD+/EYwfPzzbulYtv+bOnQvEvXnAkSNbsLYulqPO4OCT\nhIYGMmbM0DzloC7ez++HHDn07duNK1f+4P79f1i2bDYmJsYq63fwdGHAyVkMC1iIz1DNxwWzEpa0\nmjuQHlvGUdu3HVq6mZ/7q/b4im4bx9B+mS/F3ctqrCtrDv1OzmRwwEK885hDi7kD6bZlHD4f5PCe\nj287mv/aP885VPSsxMKTS1gduI5OQ7tojP+6exPWBm1gx73djFo6Bn1D/WyPD5sznAYdvspz+y6e\nFfn15AIWB6yi7dBOGuO/6taYpZfWsP7udnyX/IRelvYb9mjC2I2TGL5sFGXdnfOcg6tnRRacXMzK\nwLV0HNpZY3zj7k1YE7SebfezJdJ7AAAgAElEQVR28ePS0Tn6YOgcX+rnow+g8N+nrL1caHl6Ju0v\nL6RSPtvvELIoR/uVf2xP5QJ6nxTyRgwmPyEdM0NqrxxOyIxt7K0xDGvvCtjWq5ynsjVm90Xf0izb\nOpfBLXEZ2KIgUuXG7XsMHT2Zt/Ef+duxkgItE2sm+M2ktKMH9ep683XjeirDzc3N2LHdP9f4b3t2\nokP7llRxb0CXrgNYt3Yh2tppb1wWFkXYt2ctzk5lstXXp3dXdHS0cShVjcQT/uiU90YqkvabyK8T\nkvhh018MbliFwyPbEhD6jHN3I1XmFvriFdv/ucuOwS04MqItz1/Hs/nv2wDsu/yAo1fDGNOiBo0r\nOjB4/Z8kJCtVbuP2bSvw85uFY9ma1K3rTWMNfaIu/seR/2HEiO9zlCtVyp69e9ZSvLhNtjoKcj8s\nmD8NXV1d+n73A69fvWHlijkZdfbo0YHf50xGkiTMzc3YtnUFfhNnUdbJk7p1vWjcSH0+6uJHjhzE\niB+y94GdnQ3z5k1lwICR2NhW4s3rOCb6jchW59atK5g4cTZO6XU2alRXbQ7q4keOHMQPH+RQpYor\no0YNplmzbpQr542BgT6zZ/vlWr++qSEdlg/n1OxtLPAaRkmvCpSpq/q4oNDWosvan3hw+iqHxqzE\noWZ5avZrBkCl9rWp0NKLIxPWcPPARbqs+RFtfV2Vdb2nZ2pIu+W+/DV7O4u9hlHSy4XSGnLouPZH\nQk+HcHjMSuxrlqNGv6bZYmwqlcZrcCuNbb9nZGbEmBXj2DB7Hf08e1PJqxLudauqjHeq4kz7gR2Y\n1HMivav3xMLGgha9W6blp1Dw3aQB1G5ZJ+/tmxrxw/LRbJ29kSFe3+HqVZEqdd1VxjtWcaLVoPbM\n+HYyA2v0oaiNBU16px2P67Svj3dLH1ZPWMbFA+cYtWYCunnYD0ZmRoxeMY6Ns9fT37NPHvrAiXYD\nOzC558/0rf4tFjYWNM/SB/0m9ccnH30Ahf8+pWtmSJ2VvgTP2M6uGsOw9nbJc/s1c2nfdXBLXAc2\nz3P7n52cWvB/XwAxmPyEijdwIy78OY8OByIrU7iz6hgl23prLFe6Ux10TQx5+yhz1svUyQ5TR1tu\nrzhSILmu27qb0cMGfHR5SdcQUpXs2XMYpVLJwsWr6NKlrcr4pk0b8CA0PNf4rl3asnDRSl68iOLm\nzbvcvHWH2j5pM439v/uGRUvWEBn5LFt9lSq5cPbsP2kLiXGkvnqBZJR2kDlzJ5ISRY35ytUBHS0F\nXT3LcfjKQ5W53Xv2Cidrc4z1ddDT0cLNwYonsW8BSElNxa91TUoVM6VJ5VJIwMu4hNy3sUkDQkPD\n2bM3bRsXL15Nl86qP3Wri3cp74Szcxnmz/fPUW7IkH6M/HFSrnUU1H549CiSn0ZNITQ0nLXrt+Hi\nkjYTY2hoQKcOrfh50q8ANGlSn9DQcPbuPZK+TWvo3KW1ynzUxZcv74SzsyPzF2TvAz09PXr1HsKf\nf54jLu4tBw8dp2RJe7V1dumiej+oiy+fvh8WLFiZrUzXrm3ZunUvjx8/RalUsnHjLqp/MKP+nmMD\nN2LDn3P7SCCpyhQC1xzDtbXq44JRMTMurTvOtd1niQ59yu2jgVg62QGg0FZwaLQ/0Q+ecGP/RWRZ\nxtjKXGVdH+ZwJz2HS2uO49raS20OQetOcH33OWJCn3InSw4AWno6NJ8zgJv7Lmhs+73q9WvwNPwp\nF49cIEWZwsE1B6jbpp7KeOW7d8waNIMH1+7zJvYNwWeCsbJPmxGvUtuNxPhEzuz/K8/tuzWoxvPw\nZwQcuUiKMoUjaw7i3Vr1QEz5Tsm8gbN4eO0BcbFvuHr2CsVKWAFpg+3loxfz5EEkF/afRZZlzK2K\nasyhWv3qPPugD2q3Uf1B5907JbOz9MGVM8FY2Vtl64Oz+egDKPz3qfftR6S3f3vVcUq3Vf1cfK9M\np9romhgQl6V9M6fimDracrOA3ieFvBODyU/IyM6S6JDQjOW48OeYONqqLWNoZ0HFEe246LsUWZYz\n1r+++5i/hy8nJfldgeQ6fcJInBxLf3R5SaGNrEzKWA4NDaeccxmV8Q72dgQFheQab+9gR1BQ5qno\n0AfhODs7puU5Yz47dx7IUV9QUAjdu7XDwqIIUlE7FObWpL4IA+Bp7Ftcimce2O2KGPMw6rXK3Jxt\nzQl8+Ix7z2J59jqeI1cf4uOcNsvZtlpZSlqakqxMYf35m5S0NKVEkdxPZ9rbFyfocpbtCA3L2I78\nxt+8dZfv+o8gKSk5R7kRIyby118XVNRRMPvh50m/olQqKVLEnNGjhrB5yy4A4uMTaNWmJ7Gxr9Pz\nsePyh9vkpK4PVMffunWX/rn0wYMHYZw+nTmIada0IWfP/aOmznCcnFT3ibr4tBxG5sghNTWVYsUs\nMparVKnAs2cvcq3frLglT69mHhdiwp9jUUb1ceHNk2gC1x4HoGhpG9w61ePG/rTtvbL1NNGhT9HS\n1cajbxOiQ58SG/5cZV3vmRa3yJZDbPhzimrIISg9hyKlbajcqR4391/MeLzeqM48OHWFsPM3NLb9\nnqVdMe5fvZex/DT8KXZl7FTGh94I5V5IZnz1BtW58c91AC6fDmL9zLXZjpka2y9ejNCr9zOWn4c/\no7ia9sNuhPIgS7x7g2rc+idte09tPcHT0Ei0dbVp2rclT0IjeR7+VHMOH/TBMw198PBGKPez9EG1\nBjW4kZ7D5dNBbJi5jnx0AVD471NGdhbZ2n8T/hzTPLRfeUQ7zvsuI+sGv7obyYXhy0lVcbboi5Ca\nWvB/X4AvajApSdJISZLCJUl6IUnSOkmStCVJspck6aAkSc8lSboqSZJ3lvjpkiQ9kiTpsSRJ07Os\nrypJUpAkSc8kSQqWJKlylsfGSJIUlv73U5b1siRJbSRJuitJUpQkSfm/mFAh8e515mljZXwSumaG\naot4/j6AkOlbiY+Mzndz/4YkSf+6DjnLk/jt23jMzM1UxioUCl69ep1rvEJSEPvqVeZj8fGYm5uq\nbXvHzgOYmBqze+dqdL3ao7wXAElpfZ8qg4m+Tkasga42bxJyDsreK2lhindZW0ZvO8uQ9aewMTOk\nZhmbbDE/bjnD3KOX6eVTQWXfKRQKXsVm2cb4BLXbkd/4PNVRgPuhaNEiXDh3gIZf1cF/5SaV9cdm\nySf+reY+yE/8h+rXr4WnZzUWL16dpU4pW51v36p/PuU3HmDbtn107NiKGTPGM3PmBMaOHcbGjTtz\njZUUEolZjgvv4pPQN1V/XAAoVcuVnjsnkhyfSNiFm9kea7d4KF+N7cbFpTk/aOUlh+T4JPRMjTSW\nK1nLlW92+pEcn0h4eg4OXi44eLrw1+zteWr7PYUk8fb124zlxPhEjPKQA8BXnRqhq6/LX3tP56vN\nrCSFRHyW9pPiEzHMY/v1On2Fjp4u5/dlnwX0XfwT3cf2Yv/S3XmqRyEpPuiDpHz0QUN09XU48y/6\nID2JQn2fkhQSyTnaV98H3r/3J3j6ts/+Pink3RczmJQkqQgwG6gLFAeUQGVgA7AHsAEmAuvS492B\nmoALUBboKUlS+fTqJgL7ZVm2Bn4DmqWX6Q70AKqn//WWJCnrVeB9AHegFTCdXEiS1F+SpEBJkgJP\nxt/L9lhyTBw6Wd4ktA10kVNUf2ws168JCc9jCduT91NFXww5BUmR+fQxNDQgJUX1XWtRUTGYmZnm\nGh8dHYO5WeYAyNBAfV0Av86eyOxfF1OnXhuSDi1AUawkWg6VADA31OVNYuYn5cR3SrQUqgfPh66E\noqOlxY4hLdj2n2a42lkw/UBAtph5Peqx9ruv8dt1gWevc7/ONCo6BrMsgxBN25Hf+DzVUYD7ITo6\nhvIVfJjyyxx27VyVa/3RUTHZBmIGhvpq88lvfFbFilmwYsUcBg78KdsAOSoqNludaduo+tN7fuMB\ngoOvUadOaxISEqhZsyrh4Y/ZunVvrrEJMXHZBo86BrqkpmqeTnp47jrzaw7mdWQUDcZkv1lle785\nrGn7My1+HYCJdRGNdeWWg5yHGY2wc9dZWHMIbyKjqTemM7rGBnw9tQ8Hhi8hJZ+zQW9i32QbOOkZ\n6JGahxzsytjRa2wvfvf9jVQN+0WduJg32QaPeW3ftkxxuo35lsW+c3O0/2u/afi1HcXAX4dSxFrz\nae43sa8/qg+Kl7Gj59jezPWd86/6AAr/fSopJg7dD9pXt03l+31NwvNYHv5/fJ8Ecc1kIXgFBAG/\nA71IGxDeAeoAU4BIYDFgI0mSmSzLl4GRwDBgO2BN2oAT4E+gmyRJY4EHsizPSF/fBlgpy/ILWZZf\nACuArLeAjZJlOQ44D+Q6vSPL8nJZlqvLslz9K8Psd1K+CLiDlWf5jGUL97LZri/5kH2rmtjUrUSb\n4EW0CV6EYXELGh+egt3X1dR21Jcg9V0iknbmXYUeNdwJD3ukMv78hQBq1/bMNf78+QBq1868G9vD\nw52w8Mdq269d25Pr12+lLcgyqTGRKIqlXTfn5lCMoIeZp/6uPorC1lz1J9+gsOc4Wmfu7sr2llwO\nSztl+efNiIwbbiqWsKB4EWPCXuZ+yvzC+cCMawwBamjYjvzG56WOgtgPBgb6tG7dJGP9ho07qeha\nHoUi5+Hj/IVAfHyy1xGuZpvyG/+erq4umzcvY9OmXRw8dCLbYxcuBODj4/FBnar7JL/x712/fptf\nfpmLtXUxxo2brnIQHBF4B3uPzONCcbeyvH6s+rhgWtyCEtXTrklNfZfCjQMXsSrvAIBzo2roGOgB\n8CTkAa8iXlBUwylCgMc5cnDkVT5yuJmeg71HOYyKmdF5w2gGByzkq4nfUL6lJ923T9CYw82AG7h6\nuGYsO7uX4/kj9afojcyMGOs/nvWz1nE/yynnj3E78BblPSpkLJd1c+blYw3tmxoxYsVYtszaQOi1\nzParNfJAL30/PAi5x/OI5xR3VH26+r2bATep4FExY9nZ3ZkXj3K/PCIjBzMjxviPZ8OsddlOu3+s\nwn6f+rB9S3dHte2XbFUT27qVaB+8kPbBCzEsbkHTw5Mp8bXqG5eEz++LGUzKspwKeALzADvgEvD+\n2VpelmUbWZZtgJJAnCRJnUkbRD4CRgFns9Q1F2gBvATmSpK0MGtTHzad5f/b6eXzeRVKmle3IkiK\njcNtfFesfVxx9W1D2K5zKuNPtJrE7koD2eP2H/a4/Yf4yCiONZ3A46OXPqb5zyvlHbKcyozp42hQ\n34exY4axaYvqUz3Xrt0iJjo21/g167biO6w/LZo3wndYf5ydHTl27JTa5u/dC2XQwN6UL18WhXUZ\ntEtWJjU27Y3ByaYIpga6/H40iL/vP8X/1FWaVVZ9faiDhSlHQsK48TiK64+jWH3mBk7WaTc1HA55\nyO9Hg0hNlbn9JIYnsW8pb5v7TNC167eIjo5l+rRx1K9fizGjh7Jls5o+yWe8pjoKaj8kJSUzf+4v\ndOyYdudul85tuHjxUq4zKtfT85k2dSz169di9OihbFaTT37j31uzeh6vX71m4sRZudR5m+joWKZm\n1DmELVv2qMkhf/FZ9e7dhbCwCPbvP6Yy5sXtCBJfxdFgTFdK1XLFZ0gbru1RfVzQNdKn08oRFC1t\ng6SQcGnhSUTgHQBcW3vTYGxXkCSsXBwwLWHJs2sPNeb54vYjEl7FUW9MF0rWcsV7SBtu7DmvNof2\nK3+gSHoO5VvU5FHgHe7/EczcSv1ZWGMwC2sM5uSk9dzaf5GNHadozCHsdhhxsXF8O7Y3lWtVodOQ\nzpzec0plvJa2Fn6rfybk3BWObTqqsX5NIm6H8fZVHN3GfItrrcq0GdKRc3tU37yipa3FT2smcP18\nCH9szr5/a7WuQ7ex3yJJEg4upbAsUYyH1x5ozCH8dhhxsW/oObYXlWpVpsOQzvyloQ/Gr57I1XNX\nOP4J+gAK/30q9tYjkmPjcB/fBRsfVyr6tuHhLtXPxaOtJrOj0iB2ug1mp9tg4iOjONzUj0dHgz6q\n/c9OXDP5eUmSVBYIAYKBycAV0k45nwGGpsd4A6GALuADnCPttLctUCNLXccAV1mWlwML0mMh7XR5\nH0mSLCVJsgT6AhnvXOkD2n/lbN+56FuZ4z6xO3fXHufhrnM4tPLEx1/z9//9f5Py+hk2NtbMmuXH\n0mVr2bRpFx07tmL7thW5xnfo1C9HPKS9mffuM4wfRw6iRfNGtG7zbbbTlrkZMfJnSpW058K5g+h6\ndyTlyV1SHmQe3OZ0rcPLNwn8diSITh7ONHcrzdGrD/lhU843j04eTjhamTFo3Z/0WnEMLYXEyGZp\nn2NGN6/Bk9i3fDVrJ+N3nufXLrUxTZ+RyE2nzt9hY2PFrJl+LFu2jk2bd9GxQ0u2bc29T3KLz6+M\nOgpoP6SmptKhYz9+HDmIxxHBtG3TlO7fDFKZT+cu/bGxtWLmjAksW7aOzZt306FDS7ZuWZ7neHUq\nVixP+/Yt8PKqwcPQQMIeXuLc2ezXDnbpMgBbWytmzBjPsmXrM3LYsmVZrnXmFq+JkZEho0cPZeTI\nSRpjdwyYi7GVOQ3HdefS+uNc230OlxaetF+W87jw8u5jTkzZSNf1oxlycQHv4pM4MzftesyjE9di\nZmeJb+AiWv0+kF0D52W7FlKd3QPmYWxlToNx3Qhan3andvkWNWm7LOd3e768+5g/pmyky/pRDLo4\nn3fxSZydm//n5oemD5hKEasi9B7fl8PrD3J69yl8WtZm9LKxOWKr1a9G+eou1GpRmzWB61kTuD7X\nuPyYM2AG5lZF6DGuN8fXH+bs7tN4tqjF8GWjcsS61auKc7XyeDavxZKA1SwJWJ0Rt2biCiztirEk\ncDX/+d2XuQNnZbsWUp2ZA6ZRxKoovcf35cj6Q5zefYpaLX0YtWxMjtiq6X3g3cKHVYHrWBW4Lte4\n/Crs96nTfedhYGVO1YnduLP2BKG7zlGyVU3q+Gv+XlrhyyR95CRcgZAkaRwwCNAhbVDZDTAClgJu\nQBQwXJbl4+k31Wwm7fT2WaAYsE6W5WWSJHmSdkq8BGmnz4fLsnwgvY0xwPsvjVsky/Ks9PWyLMsZ\nF9Z9uJybzcW7F3rndQjRPCNQkAyK1y7U9gHebPj4rzj6VMy+yX2g9DmlFvJrWSuX096fm8S/v7Hs\n35pgXbivCa0voA8uyLGFnQKGUuH/wFuiXLi/ftJJmb8b+gpCyhfwfOwRuaHQkkg8s77AD8z6tb8p\n9E4u/FdbFrIsTwWmfrD6JdA0l9gQwPXD9emPXQRyvaBCluXp5HJzzYcDR00DSUEQBEEQBHXkQv5A\n8bkU/lSCIAiCIAiC8P/WFzUzKQiCIAiC8F/jC7lBpqCJmUlBEARBEATho4mZSUEQBEEQhILwhXyp\neEETM5OCIAiCIAjCRxMzk4IgCIIgCAVBXDMpCIIgCIIgCOqJmUlBEARBEISCIK6ZFARBEARBEAT1\nxMykIAiCIAhCQfgfuWZSDCb/hTarvQo7hUL/beyEyDOF2j4Ufh8AKKTC//XNws4g5Qs4aJrrGxV2\nCvweE1Co7Rf2b7QD2BoWLewUuPcqsrBToJuNR6G2X7/s40JtHyApTgwz/heIvSwIgiAIglAQxDWT\ngiAIgiAIgqCemJkUBEEQBEEoCF/A5T+fg5iZFARBEARBED6amJkUBEEQBEEoCGJmUhAEQRAEQRDU\nEzOTgiAIgiAIBUHczS0IgiAIgiAI6omZSUEQBEEQhILwP3LNpBhMCoIgCIIgFARxmlsQBEEQBEEQ\n1BODyU8s4O4j2k7dQMPxK1l+5B+N8RtPBdNk4mrqj/Vn0qaTJL1TAtD6l/V8NW5lxp/niCUsO5xZ\nn6KIHXq1uhERFsS4sb4a26lbx4urIadyjZ8yeRSRj65wJfgPalR3y/aYsbERwZdPUrJkicy2FQpW\nr5pH+MNLaBdxQKFvqrF9Ve7cD6XtNwM/uryko69yu3JTUP3w4H4AQ4b0pU4dL0Ku/EnYw0uMHTNM\nYz7q4idP+olHEcEEXz5J9Sz51EnfhkcRwRw5soVOnVoRcuVPwsOCGJuHPqhTx4uQkFO5xk+ePIrH\nj64Q/EEfjBo1hJcvbhIRfpmI8MssXTIrow+io24TEX6ZR+l/3bu3L/B94u1Vnashp0iMD+Pvi4cp\nV84xW7laPh6cDzjM9TtnGfHTII055CW+S7e27D24PmO5afOGnDq3j2u3z7Bmw0KsrYt99hxq+Xhw\nIfAIN+9fYNe+tThkeX7W8vHgYuARbtw9x8if/pOn9jXFd+3ejn2HNuRYP+mXUcxfNE1jGzW8q7Lv\nzBZOhRzk++F9NMYDOLk4svvUxlwfmzbfjzadm6stX6eOJ1eC/+BhaCBj8vSaVB/v5zeC8eOHZ1vX\nquXX3Llzgbg3DzhyZEuO50JW5TxdmXpiHr//40/LIR005lOvWyPmBa5ixZ0tDFo8Ej1DfQDKVi3H\nslubmBvgz9wAf345NldjXe/purlhuX4txXbvxKjnNxrji/w2G6t9eyi2exfFdu/CoGkTALRKlqTI\n3DkU272TosuWoOPikqf29apVofjOldgd3YpZv+4a460WzaDEyR2UOLaNEse2YdTqawCK71qdsa7E\nsW3YnzuA2Xc98pTDZ5OaWvB/XwAxmPyEXscn8oP/IQa38OTwpF4E3H3MuRthKuNDn0Wz/exVdozu\nzpFJvXj+Ko7Nf4UAsHf8N5yc2peTU/tydHJvbIoY09CtbFpBbT103Zvy7u5FSjt6UK+uN183rqey\nHXNzM3Zs92eC38wc8d/27ESH9i2p4t6ALl0HsG7tQrS1065+sLAowr49a3F2KpOtvj69u6Kjo41D\nqWooXz1GYWCOpK2X7/66cfseQ0dP5m18fL7LAiAp0DKxznW7clOQ/VDLpwUjRwxi187V+PnNwrFs\nTerW9aaxhny2b1uRa3zPnp1o36El7lW/omvX71m7dkFGPiv9f6dLlwGUsHcjMCCY1avm4ec3izLp\n26SpzR3b/fHzm5kj/n0fuLk3oGvXAazN0gdVq1aia7fvsXdwx97Bne8H/gRAhQrOXL9+G3sHd0o4\nuFOxcj3mzplcoPvEwECfjRuWMGnybxSxKMfffwcxd86UjDrNzE1Zu3ERUyf/TpUK9fCpXZMGDWur\nzCEv8XYlbJk2c3zGsrV1MX6bN5nv+42gYrnaPAwNZ8mKXz9rDgALl86k9zdDcHH04sL5AGb+6pdR\n3/pNi/ll8hwqu9TFp05NvtLQvqZ4uxK2TP+gfYAqbq507tqGn/1mq6wfwNTMhHmrZzJ/+lIaVm2F\nh081fOp7qi3jUqkcC9bOxsjIMNt6hULB2GkjaNqmkdry5uZmbNu6Ar+Jsyjr5Endul40blTvo+NH\njhzEiB++z1bGzs6GefOmMmDASGxsK/HmdRwT/UbkWr+hqRFDlv3ErtmbGOk9ABevilSs65ZrLEDp\nKmVpNrAtc76dgq9HP4raWtCwVzMASlYqw/FVB/Gt0Q/fGv0Y31jzBzcAydgY86lTeLPCnxcdOqFb\n1R1dDw+1ZbTLluV5x868aNuOF23bkXD4CADmE8aTcPgIL9q25+3adRT5dTaSgYHauhQmxhT77Wdi\nFq3mcfNu6NdwQ9+7htoyuuUcedy8O48ad+JR40683XcUgMh2vTPWPWrahZSnz4k/8Vee+kH4tMRg\n8hM6cz2MEhamfFWlLDpaWnStU5nDl26rjL8XGY1TcUuMDXTR09HGrUxxnkS/zhG35+INqpS2xdG2\nKABaxUoix78m9fkDlEolCxevokuXtirbadq0AQ9Cw9mz53CO+K5d2rJw0UpevIji5s273Lx1h9o+\nNQHo/903LFqyhsjIZ9nqq1TJhbNn02dJU1OQU5JBkf/Lb9dt3c3oYQPyXe49SdcQUpW5blduCrIf\nnjx5RlRUDC9fRrFnb1r9ixevpkvnNqrzadKA0NDwXOO7dGnDokWr0vK5dZdbN+/g4+OBhUURDAz0\nuX4j7XmVlJyMUpmSUceixavoqqEPQrP0Qdb4Ll3asuiDPvBJ74NqVasQFBSSo77q1aoQGBicpz7+\nVPvExMSYIUPHsmPHfhISEtmz5zAlS9ln1NmocV3CHkZwcP8xlEolK5ZtoH3HlipzyEv8wiUzOHjg\neMZyyzZNOPvXRW7dvAvApg07qVqt0mfNoWjRIugb6GfkcPrP85SwL55eXz0ePozgwL739a3X0L7m\n+EVLZ3IgS/sAWlpazF80nWlTfic6KkZl/QC1G3rzKCySE4dOoVSmsNF/G83afa22TM8BXZkxfk6O\n9d51PYh/m8DhPcdzKZWpSZP6hIaGs3fvkfTX2Bo6d2n9UfHlyzvh7OzI/AX+2cro6enRq/cQ/vzz\nHHFxbzl46DglS9rnVj2V61flRfgzLh39mxRlCifWHsKzlepBvvKdksWDfiPseihvY+O4fuYKliWs\nAChduSyhV+6p3f7c6Hl5khIZSdJfZyAlhfiduzBo+JXKeC1bW1KjoyEpKdt67TKlUVgUJfHoMQCS\nzl9AVr5Dyz73bX/PwMcD5eMnJPxxFpQpvN6yB6MmDVTGa9vZkhIVg5yYpDIGwLh1U5JCbvAuNFxt\n3Gcnpxb83xdADCY/oacxb3BxsMpYtrM05eHzWJXxznaWBN57zL0nUTyLjeNI0B18KpTKFpOaKrP2\nZBB9GlXLWCfpm5D6+kXGcmhoOOWcs8+aZeVgb5dtIJA13t7BjqCgq5mPPQjH2TntlOH0GfPZufNA\njvqCgkLo3q0dFhZFkLT1kLT1kN8lqGxflekTRuLkWDrf5d6TFNrIyswDTGH2g4dHVUqVsuf8hYAs\n9Ydl1JEbe/viBF2+mmv8h7k+CE3LJyoqhoSERDp2aImJiTEtWzTm7t0H2bbJWU0f2OfSB85q+qCc\nsyPW1sWwsSnGmb/28/zZdQ7s34CtrTUANWq406JFYyIfh/Dg3j90aNdCZR/n5mP2yfPnLzlwMHMQ\n0bxZQ86e/Ttj2a5EceF5tpkAACAASURBVK4EX89YDnsYQVkn1c8zTfEDBn1LTMwrtmzclbEuNTUV\nS0uLjOVKlV14/vzlZ80hOjqGxIRE2rRrhrGJEb37deXEsdMAlLC35UrwtYzYh6ERODmp3g+a4r8f\n1IvYmFds3rAzW7mB/+lFeZeyfNWwDguXzqR8+bIq27C1s+FGyK2M5UdhkZQu66AyHmDM4J+5c/N+\njvVn/7zI3KmLkWVZbXl7ezsuf/gac1L3mlQdf+vWXfr3H0FSUnK2Mg8ehHH69IWM5WZNG3L2XO6X\nOFnYWfLwaubr9UX4M2wci6vMJ+LGQx5ezdz+Kg2qcSfgJgBl3JzoMKoHCy6vYdLh33CqXl5lPVlp\nWVnx7vadjOWUyCdoOageAOq4uKAoWpRiO7ZjtX8vpsN9QUsLUmUkfX3QSzsrpShWDIWJKakx6j9U\naNlYk5z+AQhA+egJOlkuz/iQrms5tCyKYHd4MyX+2EXR0UNB64OhiyRh+m0nXq3erLZtoeD8zw0m\nJUkaJknSrizLAyRJ2itJUilJkh5KkuQtSdI/kiQtz2/dqbKMiUHm6V4DXR3eJKj+NFXSyhzv8g6M\nXnOUIcv2Y2NuTE3n7C/qU9f+j73zDqvi6OLwuxeVohQLTWxBwS4ggoqgYouxJPYee29YsGDBaOwa\nayzYsYBi7yXR2BuIFbHT7IWmgBpgvz/AC1e4FzQi5su8z8Ojs/ubc87Ozs6dnZndfUBJEyNKmhRM\ndxCodKLi4uIxNDJU60ehUBATE5upXiEpiI6JSdsXH4+RkeY1kNu270PfoAA7t69FS9+E5ISYz7o7\nkiTpk/N8jJxuvUhulsOmjUu5ePEyz56mdfLj4hM02lAoFMREx2aqlz7aFx8Xj5Fhyr5p0xcwa5Yn\nu3d5U6KEBefOBXxSGUR/QhkYGhlQqJARK1ZswKlWU4pa2BAW9pCZM8YD8OTpM4YNn0hRiyr82KIr\njRrVUTmvOX1Oype3omvXtsyctTidTUnFZnx8PIaG+hpiUK8vY2VJ734/M3KYp0qeg/v/pLJNeRb8\nPg2PicOYNXcSW3x3fdUYAObOWsKUaWPx3boSB8eqrFi+PsWepCAm5rWKPQMjDf416K2sLenT72eG\nu01UyZM3b16Gj+zPH0dOsGH9VqKjotl/2JdChQuSGQqFxOt0PhLiE9A3UB/Tl0ChUBCtch1lfU1+\niv5jXF1rUaOGPUuXrs10vyQpiI+NU6bfxb9DTz9/tmy7tK1HHu28XNhzCoWWgvuX77Cw9wyG2HXn\n0Io99F0wDEmRjZ90hYLkN2+USfntWxQFCqiVy0lJxPn48qJ9B1506kLecuXQbdyYxNBQEsPCKDRn\nFvk7d6LQvN94f/UKyS9eqLWV4l8i+fVH/vXV+ycpiZh1W3jUvAuPW3QjX8WyFGiuOqKtW6cmf4c+\nJDH8kWbfuYFYM/l/y2agkSRJH1qxNsCH1d0FgelAfyDTRS+SJPWVJClAkqSA1QfOqOwzyq+j0nl8\n+z4RLQ0dpgMBt8mbR4ttHp3wG9ORiiVMmbH1uIpm57mb/FS9gso2+f1blTWKenq6JCUlqfXz6lUU\nhoYGmeojI6MwMkz7sdfT1WwLYO6cScyZu5TadVuQGBWBlFcXSVtDY5BTyEkqjWdulkO58rWwsDDH\n3r5Ktm28iozCMN0PVXp95CvVfbp6uiQlJ1OqVHEG9O9G+QrO1Kvfmg0bt9G+fQtlBy6rMoh8FaXs\nlGa3DIKD7zJi5CSio2OUU+ONGrkCMHXqfPanjhLeuHGL4OC7lC9vnan9TMvgH5wTHR0dNqxfwqRf\n5vDgQdra5KjIaBWburq6JCWpb3DV6bW0tFi6YjajR/xCVKTqDMOTx8+oX7sVDyMeY1e1MslyMiu9\nNmRp80vGUKJkMXr16YyDbQOaN+7E8CHj2bnXG0mSiIyMVum86urqkqzBvzq9lpYWS71mM2rEpAz+\ny5YrQ/4CegzoO4o/j5xggscMnj17oVwa8THRkTHop/Oho6ejMaYvQeSrKJXOoK6eTtbXxyfo02Ns\nXJiVK+cxYMBolRuD9LyJfo2eQVrnMZ+uNsnZ6AyYWRalrcfPrBy+iOSkZJKTklnt/jtPHzwG4NzO\nE2jr5qNoGYssbSXHxKp0HiVtbY0dkncnThC/xQ+SkpBfvybh0CG0q6essYwa4c7bEyfRsrAgT8kS\nvFnnnbX/6FiVzqOko60yKPAx8UdP8XrjNkhMIjn2NW/2Hs6wxrJAyybE7TmUpW9BzvGf60zKsvwM\nOAv8JElSYaAqsCd1ty7QU5blQFmWX6vJv0KW5WqyLFfr1aSWyj5bS3MC76XdGV0Pe4p5IfV33oH3\nHyvXQQJU+c6My6mNA0B0XAJXHjzBpWIplXzJ0U9RFEybGnF0sCM87KFaP2fP+ePiUiNT/dmz/ri4\npDX+jo52hGVxd+fiUoOgoLTpKjnxHVIeHY15coLkv9+q+M3NckhKSuLcOX9sbSsp9ztkYePc2QDl\nusyP9WfP+ePinDFWRwc7Hj58zLvU9Uu+vjsxMjLAxKRItsvAWUMZOH9UBuHhj3B0sFN5ktrCwpyk\npCQUCgX9+3VTsa+lpUVpy5KZ2lcXz+eek9Wr5hEcfIely9ap2LxwPpCatdJ+bOyr2RAR8Rh1qNNb\nly2NlZUlvy+fRdDdM6zb9DsO1e0IvH4MgPCwh8ydtQRdHR1+m72U2HSjbl8jBvtqNjx69EQ57ep/\n8TJlrCwxNi7MhfOXVOxVc7AhQkNdVKe3Llsaa+vSLPGaTfC9s6zftATH6nZcufEXSYmJREfH8jo2\nbZQpIeGt2o7UZf9r2NdIq0dVqlbk8cMnamP6Epw9F6DSuf1Qp7+U/gP58uXD19cLH58d7D/wp1rd\nvYBblE03OGBpa8WrR5pH8vQM8jN05Vi2z/Eh7EbKFLmRaSHsG6ddN/l08qFnWCBbnfO/b1wnn42N\nMp23QnmSnj5Tq9epVw+FkZEyrTA2Rk5O6WDL8fHEb99B8qtXvD11mr+vZlxX/THvrgahY5e2vli7\nUnmSnqj3r9eoLoqCaf7zmBirdH4VhgZo21QkId1Sl28KMTL5f40P0B5oAeyWZflt6vbHsiw/UJ9N\nM1ZFi2Cgp8P83We4cDuCVYcDaFKtrFp9CWNDDl26w83w5wSFP2Ptn4FYFS2i3H8qKJQq35mhk0/1\n4Rb5zSvkv9+Sx9qJeq7OjPNww2fzTrV+bty4RVRkNDNnjM+gX7d+C8Pc+tKsaUOGufXF2ro0R44c\n13ic9+6FMHBAD8qVK4OUVxeFdgFIeq8xT46Q9DeynJzpcWVGTpZD/fouNGpUl8ioaGZMH4+ray08\nxg5ls6+GeIJuERmZuX69tx9ubn1o2rQBbm59UuL54wR374Xg7Fyd+vVdKF/Oiq5d2/H+/XuGD+uH\nq6szHh5u+GajDGbMGJ9B751aBk0/KgNTM2MWL56Oqakx5uamjPNwY9u2vSQnJ9OrVye6/twObW1t\nOnZsiaVlSR49fprj52T2zImULl2KPn3dM9gMvnmHqKhoJk0ZhUudmowYNYDtfnsy6LLSB9+8w3fF\nqlLRqhYVrWrRvfNg/C9cpmrltIcFXOs7Y2xSmNUrNmXL5peM4cH9UGo6OVDH1QnrsqX5ZeoYnqY+\nCBZ88w7RUTH88utoatepychRA9mahf/M9ME371DSwo7yZZwoX8aJrp0HcfHCZWwruXLr1j3i3sTT\nuElKedSp68R335XI9EEtgLvB94mJjmXkxMFUd6lGv2E92Lf9sNqYvgRBqdfY9GnjcHWtxdixQzVe\nH5+q/8C6tQuJjYll0qTZGnUPb4cTF/2atmN/prxTZZoPbsP5XafU6rXyaDF87ThunrnGCd+0dcJJ\niYl0m9aXEhW/Qye/Dm3GdOHR3QjlSKUmEh+EkPw6lgL9+5GvalUKdP2ZhD/Ud4DzVihPgd69kHR1\nyWNtje4PP/D2r+PK/ZKhIXo//cjrZcuy9A3w970QkmJfY+TWBx1HOwx7dybu4FG1eu3K5TEa1ANJ\nV4d85a0o8OP3xKeuDQbQda7O+2s3kd/lwm+QQMl/tTO5A3ABepE2xf1FmNe7CS9j4vht12naOVem\nqUM5DgfeYcSq/Rm07ZyrUNq8MAOX7ab7/G1oKSTcW6U92XfhdgR2luaZ+nl/5SCSth6zZ3uy3Msb\nH58dtG37I1v9Vmaqb9OuN2Zmpip6gKCg2/To6cYo94E0a9qQn1p0Uzuy8IGR7r9QqmRxzp3Zj5a+\nKfLf8SS/1Zwnp0iKfZbhuHKjHPy2rOTgwWO4urbCzMyE2bM88fJaj4/vDtq2aY7flszjade+TwY9\nQNDN2/TsNQz3kQNp2qQhLVp2JyYmlsuXrzNz1mJWeP1GQMAR6rnWokPH/piaGjPnozLwU1MGbdv1\nxtzMVEX/cRk0bdqQFqllsHfvEf48epIb109w9sx+rly5wbjxKe8U7NHTjUGDevD0yXUGD+xJy1Y9\n+PGnrjl6TgwM9Bk2rC9WZb7j3p1zyvdbpqd758GYmpkwZdpY1qzyYeuWPbRo1YR1G3/PNIbM9Fkh\nSRK//DqaCR4zSExMzJbNLxnD1StBzJ+7jEVLZnDi7B5q16lJ7+7DldOyXTsNwtTUmF+ne7A61V7L\nVk3w3rQkU3uZ6TUhyzJdOvRn0JBe3Lp/jnkLf6V3j2EqI5UfM6zHGIqYFmH0L25sXredfdsP0fin\nBixYM1Ojr39C+w59MTM3YdbMiXh5rcfXdydt2jRny+bMl8VnptdEpUrlaN26GTVrOhAaEkBY6CXO\nnM74wN4HFvefg5FJQTpM6MZfGw9xbtdJHJs5MXj5qAzaynXtKGNfDsemTsr3SQ5ePorXr2LZ4LmK\noSvGMOfMcooUM2Zxn1lZPpD0gegJnmgVLoz+oIHE79rN2z/+QKeeK0ZTp2TQvlmzFkWhghjv2oGR\n5wTi1q/n3Ym01+8U6Nmd+AMHSXqY/fWKL9x/QatIIQoO78drvz3EHTiKXqO6GM+dlDHW5d5oFSpI\nsT+3UmTaOKJXbST+WFoHXKd6Vd6me3jsm0OWc/7vG0DKbuX7f0OSpK1ATaCELMvJkiSVAo7Lslwq\nuzYSDv+e64Wn33xGrvpPeKz+rvproVtU/as1vhaKL/Aw0T8lt6/lXL8YACOd7D3M8P9M8jfQppvr\nFcpalMPci8l6lC6n6WSm+f2NOc2MEq9y1T/Auze5/9XmkoF/5loDnbBlco5fkLrtJ+X6D1Dun+Vc\nQJKkvMA1IESWUx5DlmU5FCiVi2EJBAKBQCD4f+IbWdOY0/wnO5PAY+AZoPmNuQKBQCAQCAQCjfwn\nO5OyLKv/cKpAIBAIBALBl+A/MjL5X30ARyAQCAQCgUDwBfhPjkwKBAKBQCAQ5DjfyLezcxoxMikQ\nCAQCgUAg+GzEyKRAIBAIBAJBTiDWTAoEAoFAIBAI/s1IklRXkqRgSZKeSJI0MRt6N0mSwiVJei5J\n0ipJkrL8XrLoTAoEAoFAIBDkBLn8BRxJkgoCO4HxQAnAVZKkxhr05YABQKVUvQUwJKvDFNPcAoFA\nIBAIBDlB7k9zNwEeyLK8A0CSpMVAJ+CQGn0l4Josy7Gp+tNAyayciJFJgUAgEAgEgv9PSgCX0qUf\nAGU16K8CdSVJqihJkgXQETiQlRMxMvkPuNHzaG6HwOuN/XLV/7fwXexv4fvg+sXq5nYIJJPLd8Df\nwDehv4XvUtcvVCFX/ech1z/TS+I38KV2a22T3A6BwLdPctX/3PAsB5RynPe53S4Bi3LT+VcYmZQk\nqS/QN92mFbIsr0j9vwKITrcvDjBSZ0uW5buSJB0GNgNJQASQZWdHdCYFAoFAIBAI/qWkdhxXqNn9\nCtVpaj1SOomZIklSJ+C9LMuVU9NTgCVAb00xiGlugUAgEAgEgpxATs75P82cAWqnS1cHwjToawM3\n0qXPAc5ZOREjkwKBQCAQCAT/h8iyfF2SpEhJkmYDh4EJpDzZrY67QEdJkk4CEjAGuJaVHzEyKRAI\nBAKBQJADyMlyjv9lg1aAOfAbsFSW5Y2SJLWXJGlHJtqlQBApHc8zpEyJD8/KgRiZFAgEAoFAIPg/\nRZblp8DPH23bAmzJRJsA9PhUH6IzKRAIBAKBQJAT5P57Jr8KYppbIBAIBAKBQPDZiJFJgUAgEAgE\ngpwg66et/y8QI5MCgUAgEAgEgs9GjEwKBAKBQCAQ5ATZe9r6X48YmcxB9GtWpNLxxdgErsZ8WNss\n9dY+k7C9tg7by2uwvbyGIu3qfZZf/5BntFy4lwaztrPir+tZ6jedu0XjuTtxnbmNybvO8+7vtJfj\n+128Q7+1Rxnhc5JrES9V8imMS3L92nEiwgIZP25Yln7q1K6pVv/rlDE8fniVq1eO4VDNVmVfgQL5\nuXL5KCVLFkvzrVCwds1CwkMvkadgCRQ6Bln6V8ed+yG0/HnAZ+dPT+3aNbhy5SghIQF4eAz9x3pP\nzxFMmKD6VoZevTpx9eox7t+/iJfXHL7/3pUrV44SFnqJcR5u2fBZk2tX/8pUP2XyaB5GXOHK5aNU\nS3cefvzxewL8jxAaEoDflpWYmaV8qk6hUPDq5S2ePrlOQnwYbxPCmffb5OzFcO044WGBjPuoLkyZ\nMoZHD69y5aO6MGbMEF6+CCYi/DIR4ZdZvmw2APr6BVi3dhEhDwLwv/wHHTq1pJazI+cDDnHz7hnc\nRw/KMp7s6Dt2bsWeAxsz3bdr33o6dm6l1n6FGpWYf/R3VvivpfXQdlnG06DT96y65I3v3W2MXDYG\nHT0dAIxMCuLpMwWfO9tYdnYVjo1rZGnrA+VrVGLu0cUs9V9Dy2zEUL9TI5ZfWseGu1sZtmw02qkx\nADTo0phxmyYz3GsMZeyssx1DbpdDxRqVWHx0KasDvGk7tH2W+kadG7MucAN+93YwavlYpf8PDJ03\nDNc29bPl+wPVnOzYedKHP6/uoe/w7tnKU6acJdv+2qCyrYhJYVZsXYR/2HEOBeygfpM62Y6hdI3y\njPpzLp4Xl9JgSMss9TU61eeXgOXMvLOBrkuHkU9PGwDTMhb095mA58WlDN31KyVsS2fveGpUYNyf\n8/j14nK+H6L+uvmAU6cGTAtYwbw7m+i5dLjSv4FJQdy2TmaqvxceR+ZiXatytvwLvjyiMwlIkrRO\nkqTuX9KmlmF+yqway6NZm7jm2BcDp8oY1LXTmEev4ndcc+zLFbueXLHryUu/Y5/sNzbhHSN8TjK4\ngQ0H3VviH/KMM3cfq9WHvIhh68W7bBvcjEMjW/I8Nh7fC7cB2HP5AYevh+HRzIFGlUoweMNfJLxP\nTMmYV4d8tdox0XMW35V2pG4dJ75vVFetHyMjQ7ZtXZWpvlvXdrRp3Rwbu3p06NiP9d6/kydPyqB5\n4cIF2bPLG2srSxV7PXt0JG/ePJQoZU9izCMUukZIebQ/ubxu3r7H0LFTiIuP/+S8mR3jli0rmTRp\nDlZWNahTpyYNG6pv4LPSu7sPZMSI/ip5bGwqMmbMYJo06UTZsk4YGOjj55dio3SZ6tSp40SjLM7D\nVr+VeHrOzqDv2rUdrds0x65qfTp27I+392Ly5MmDmZkJS36fSbduQyj1XTXuPwhj3bqUr91WKG/N\nrVv3kCSJjp36U0DfkkqVymcZw7atq/D0nIVlal1o9FFdsLWrR8eO/fBOVxeqVq1Mx079KV7CjuIl\n7Og/YDQAv0waRUJCAmWsqtOmZU8mTx2Dj58XU6fMo0r5OjjXrk79Buq/IW9oZMAGn6Ua9RbFzJkx\na0Km+fsP7E7tOjXV2s9vkJ9RKzzwnbORATV7U6lmZWzrqG8LythY0XJga6Z1m0wfhx4UMivMDz2a\npfiaOYj7V+/R0+5nNs1az6C5buTVzqvWVvoYRqwYy5Y5mxhSsw8Va1bCRkMMpW2s+HFga2Z2m8IA\nh54UMitM49QYard2xam5M2snenF+3xnGrJtIPp182YohN8shv2F+xq4cz6Y5G+hboyeVa1bGrk5V\ntXorGytaDWjDlK6/0KtaNwqbFaZpj+ZAyk1U78l9cW5eW23+zNA31Gf+mhn8PtOLxvYtcahlj5Nr\ndY15ylW2ZqH3LPQK6Klsn/TbWIKuBFOnQhMWTlvGlIUTyKed9XnQNchPN68RHJyzhalOQyhTsyJl\n69io1Re3KU29AT+ysttMpjgOwNC8EM7dGwPQaeFg/LedYIrjQP5cvJM+6z2UHT1N/nt7jWTfnM1M\nchqEVc2KlNfgv4RNaRoO+Ill3WYwwbEfRuaFqdP9BwBajO9CwK5TTHDox1bPNfRcOgytvFpZlsFX\nJTk55/++Af5znUlJkrpLklQqp/0Y1rPnXfgzog6eR05M4tma/RRuqf4HTbuEKX8/jyL57ft/5PfU\nnccUK1SA+hVLkFdLQccaZTl4NVSt/t6zGKxMjSigkxftvFrYljDhSXQcAEnJyXj+VJ1SxgY0rlIK\nCXj5JgEALfMyyG+i2LXrIImJify+dA0dOqi/w/3hh3o8CAnPVN+xQ0t+X7KaFy9eERx8l+Bbd3Bx\nTmlg+/b5mSXL1vH48TMVe5Url+f06YspieQk5KT3oPj0VRvrt+xkrFu/T86XGY0buxISEs7u3YdI\nTExk6dJ1dOjQ4rP05cpZYW1tyeLFq1XydOzYki1bdvPo0VMSExMJCQknOTk5nY21dGiv3ucPjesR\nEhLOrt0HM+g7dGjBkiVrUs7DrbvcCr6Ds7MjrVo15fjxMwTdTLnJWO+9RTliaF/Nhqjo6BSbqed2\nydI1dMyiLqjTd+jQkiUf1QXn1LpgX9WGwMCMH2Lo3Lk18xesICkpibDQCMJCI4iNfc2+PUdITExk\npdcGWrdtrjaeho3qEhoaoVG/ZPks9u37I0NeK2tL+g/sxh+Hj6u1b1evGs/Dn3Lx0HmSEpM4uG4/\nzj+pv8lI/DuR3wbMJuTGA95Ev+ba6SuYFEsZCT5/8BybZq3nbVwCZ/edRk9fjwKG+mptfcC2nj3P\nw5/hnxrDoXX7cfpJfUco8e9EFg6YTWhqDNdPX8U4NQZFHi1WjF3KkwePObf3NLIsY2RSKMsYcrsc\n7F2r8Sz8KecPnSMpMYn96/bh0kK9/7//TmTOwJk8uHGf19GvuXrqCibFU/zbuNjyNv4tp/eezPK4\n0+NSvyYPwx5z9MAJEhOT8F29lSatGmnM83PfDsyesCDD9j/3H2fhtGXEx8VzZM8xCujnx9Ao6xma\ncq62RIY/58Zhf5ITkzjtfQi7H53U6pP+TmT9wIU8CgolPvoNd05dp1AxY8zKFkff2JBLO04BcPNo\nIEnvEzG2LKrRf0VXO16FP+fa4YskJyZx0vsQ9j+q/1pf0t+JrBk4n4dBIcRHv+HWqWsUKmYMQNFy\nJbl/IRiAe+dvkk9HG52POt2Cr8N/rjMJdAdK5bQTbYsixF27r0y/C3+GjqWFWn1+WyvymhTEJmAl\ndjfWU3J6X9D69NPzNDqO8kXTGnaLggUIfRWrVm9tbkRA6DPuPYvmWWw8h66H4myd0hi0tC9DySIG\nvE9MYsPZYEoWMaBYwQIASHqGJEc9UdoJCQmnrLVlpj4AShS3UOkIpNcXL2FBYGDadHzIg3CsrVOm\nS2bMXMT27fsy2AsMvEbnTq0oXLggUh5tpDzayH8naCybzJgx0R2r0t99cr7MKF7cgsuX0x1HSDhW\nVurLRJP+1q279O3rzrt3qjcXycnJGBsXVqYrVy5PZGRUOhthyrLL3GdRAlV8puk/PkcPQlLOQ3Jy\nMsYmRZTbbWwq8vTZCwAcHGxxqGZL+fLW3L93kb59fiYkJBxrDXWheCZ1wVpDXShrXRpTU2PMzIw5\ndXIvz58FsW/vRszNTTOUiUKhoGSp4ty/F6q0ERoSofE8FCtuztUrN9Tq+w/sTnRUDL4bt6vk09LS\nYqnXbMaM+pUXLyPV2i9StAgPrqe1Bc/Cn1JUQ1sQejOEB9fvKdNV61Uj+OJNAI5vPaqy/WnYE6Ke\nq/edFoMxIelieB7+TGMMYTdDVGK2q2fPrQ8xbPmTpyGPyZMvDz/0as6TkMc8D3+ajRhytxyKWBhz\nP529Z+FPscjC//1raXr7eg7cTPV/+UQgG2etR/7E5XBmFqbcvHZbmX4Y9phSpUtozDN+yBTu3rqf\nYfvuzfuV/3dp4ERE6CNePHuZQfcxBS2K8PB6iDL9Kvw5JqXVdwAf3wzj4fUHynT5enY88L+FnCyT\nT1ebvKmj0oZmhdA1KsCblzFZ+g9PZ+9l+HNMSpur1T+6GUZEOn3FelV54H8LgIgbD3Dq3IB8etq4\n/NyIR8FhxEW91uj/q/MfGZn81z6AI0nSceAZ4AJsJuVD5MbAa1I+B9QLsAT2ybLcTZKkwaR8k7IQ\nsEOSpPdAb1mWP/RUzCRJOgbYABeBFrIsv/vsABUKkmLjlMnk+LdoGeZXK5eTkniydAfPV+9HUUCX\nsps8KdKuHi99//wkt8ky6OukTffo5svD6wT1o50lCxvgVMacsX6nUSgUmBnqUd3STEUzavMpTt99\nzJz2LkiSlLJRkpD/TiueuLh4DI0M1fpRKBTExMRmqldICqJj0hqguPh4jLK4w962fR/Dh/dj5/a1\naOmbkJwQ81mvYFAezxdAoZCIjlY9Rk3H8al6AD+/PRw9uo3o6FgkSaJuXSf+/DNtdCQuPiELnwpi\n0vtMp5c+2hcfF4+RoQGbfHbwy6RReC2fy9Onz+jfvxsLF64E4OmT5xw4cJSnT5+zcdM2jh3dToeO\n/bKsC9GfUBcMjQwoVMiIFSs2MOXXebx5E8fCBVOZOWM83boPxXv9FtatXcSy5ev4oVE99AvkJ+jG\nrbTjiI/HwEj9qJVCUhAT8zpTvZW1JX36/UwD19ZUqKC6NtB99ECuXwvm8MFjNP/pe43HG5euLXgX\n/5b8BurbgvS4tqtPPu18nN6jOgKWTzsfXcZ2Y8tvPtmyIykk4j+KQS+bMdRtV5+82vk4+1EMw5aO\nxtbVngUDZ2fLDVkDlgAAIABJREFUTm6Xg0JS9f82/l22/ddv14B8Onk5tftEtvRqY1AoeB2bVtcS\n4hPQNyjwj2xq6+Rj2ISBLJm1Ilt6SZJIiE1b1vM+/h06+tkbzXNoW5e82nm5sucsyUnJPL//mN7e\nY7l1/AoObWrz4EIwMU81d+oz+n+Lrn72zkONVP+X9pwB4JjXXgZtmkCxCqUwK1MMb7dF2bIj+PL8\n20cmg4H+QDfgByAKqASMBDoAZYAfJEmylWX5d1mWzYCzQCtZls3SdSQBRgCjAQugWKq9zyYx6jVa\n6Roqha42JKnv7ETtP8czrz3IiUkkRb/hpd9fGLpqXmOZGUZ6+Xj99m9l+u3fiWgp1HeYDlwNIa+W\nFtuGNMNvUBMqWhRmxj5/Fc3CLnXx7vM9njvO8Sy1EZDfJyDlTVsbo6enS1JSEup49SoKQ0ODTPWR\nkVEYGaZ1PvR0NdsCmDtnEnPmLqV23RYkRkUg5dVF0v5njfI/5dWraJWOXMoxqj/nn6oHuHLlBrVr\n/0RCQgLVq1clMjKaJ0+ep9nIouxeRUapTIWl10e+Ut2nq6dLUnIyjx49oUbNHwgPf4h9NRuSk2WW\nLF0LwNRp8zl7zh9DIwNu3LjF0WOnqedaS2MMka+iMPrEuhAcfJcRIycRHR2jnBpv1MgVAA+PaYyf\nMB0T4yLYO9jw17Ez6Onpph2Hri7JGso1MjIaw3RTpB/0H0YeR42YRFRktEoeW7tKtGjVhAke09Xa\n/cDrqNcqnZZ8utokZ2M0oailBV08urN42PwM8ff4pTcRd8I5vTt706xvol6rdB61sxmDuWVROnl0\nY+mwBRlimNt7Op4txzBg7lAKmmY9zZ3b5fA6OlbFf3bLoKilBV3H9WDBsHka61F2iImKQd8gra7p\n6OqQ9A9Hlkb/Opx7tx9wcGfGZRiZER/9Bl2DtM5jPl1t5GzEYGxpTjOPTvgMX6osB68u07l+8AJF\nSppiUtqCPxZuz8IKxEW//iz/Jpbm/OjRmQ3Dfyc5KRlJkui2aCgLWnuyqP1kZjR2p9Ps/hQpaZql\nra+KLOf83zfAv70zeRKIBYJkWX6V+v+TwDxZlu/LshxFSofTKBu21sqyHCDL8lsgUF0eSZL6SpIU\nIElSwM64ULXG3vgHo1+jgjKd386adw9fqNUX+tGZPIXTfkTzmRfW2PlUh20JYwJD0zoX1x++wtxI\n/V1fYNhzSpum+a1SvAiXw1Li/Cs4QvnATaVihSlasABhL1NGlJJfRqAwLqnM5+hgR3jYQ7V+zp7z\nx8WlRqb6s2f9cXFJW4Tu6GhHWPgjjcfp4lKDoKC00Sc58R1SHh0NOXKec+f8cXZ2VKYdHe0ID1df\nJp+q/0BQ0G2mTl2Aqakxs2f/Tq1aDsp9DlmU3bmzAcr1qB/rz57zx8U583MUGhrBtOkL0NXRYfqM\nBcTExKJQKOjXr6uKzWIW5hQvXizLuuCsoS44f1QXwsMf4ehgp/Jkt4WFuUqH1c9vD4ePHOf16zf8\nNmcpNdOVSTUHGyI0lMmF85cy1VuXLY21dWmWeM0m+N5Z1m9agmN1O67c+IufWv6AiUkRLl07SvC9\ns7Rs1YQZsyYwacqoDPZvBwRT3rGiMm1la82LR88z6NKT3yA/o1eOw3f2Bh7cUJ3ibPTzD5R3rMjS\nUdkfhbkdcItyjmntURlba15mI4aRK8exefZGQtLFYN/QEW3dlBvJB9fu8TziOUVLq58uToshd8sh\n2D+YCo6VlGlrO2teaGiTIeWhHY9VE9g4e73KFP3ncvniNexrpNXjylUr8uRh1ksE1NGueyvsa9gy\nadi0bOcJCbiNZfVyynQJ2zJEPdI8Pa5rkJ8eK0dyYM5mHt1ImyJ/9yaB0+sOE/s8mhtH/Hlw8ZYG\nKyk8CLhNmerllemStmWIfKT5POga5KfPylHsm7OZiFT/BYoYYFS0MC/DU9bTv34RQ8zzKEpUyd4T\n5YIvy7+9M5n80b8fuJ3u/9nttmcrjyzLK2RZribLcrWW+UupNZZwK5yk6DcUG98VfefKFHVrQ+RO\n9XfP+ataYTG6Ewo9HfQqW1KkfT0i957JZuhpWJkVxEA3H/MPB3Lh/lNWHb9Okyrq1wSWKGzAoWth\n3Hz0iqBHr1h76iZWpin96IPXQpl/OJDkZJnbT6J4Eh1HOfOCKeUQ8xz5fQIzZ4ynnqsz4zzc8Nm8\nU62fGzduERUZnal+3fotDHPrS7OmDRnm1hdr69IcOXJc43HeuxfCwAE9KFeuDFJeXRTaBSDpnz28\n9E8JCrpNZGQ006aNw9W1FmPHDmHz5l1fTJ+eHj06EBYWwZIla1VseIwdymZfDech6BaRkdHMmD4+\ng369tx9ubn1o2rQBbm59Us7DH2nTeg0b1sHU1Jhly7yBlLWKvXp2wq5qZaKjY9m1cx1VqlSgTp2a\n+GajLsyYMR5XV2c8PNyUeu/UutD0o7pgambM4sXTMTU1xtzclHEebmzbtlfF7uRfRjF18jwCL10j\nOiqGX34dTe06NRk5aiBb/faojSf45p1M9cE371DSwo7yZZwoX8aJrp0HcfHCZWwruTLZcw6lSzoo\n9+3ccQCPMVOZ7Dkng/3w22G8iXlDF49uVKpVhdZD2nFql/rpUq08Wnis8+T62Wv86XtEZV+1Bo60\nH9GJWb2nkfAm+2uEI26HERfzhk4e3ahYqwothrTlzC717ZFWHi1Gr5tI0NlrHPsohlo/1abTuG5I\nkkSJ8qUoUsyY0BsP1FhKI7fLIfx2GG+iX9N1XHcq16pCmyHtObnruEb/E9ZO4vqZq/zhczhbPrLi\n3q0HxETHMmziQByd7ekzvDsHth/JOmMm1GnkzMBRvXHrNpq4N9l/G8XT2xHER8fRdGwnyjhVpMHg\nFgTuUv9bo8ijRa+1o7l7JogLvhnfMJK/kD41Ozdg3/TsLbl4cjuC+Og3/Di2M9ZOlfh+cCsCdp3W\n6L//2jHcOXODs75pa2XjIl+DLOPcpREmlubUbF+PYhW+48ntiGzF8dX4j6yZ/Ld3JtWhqXRfkLKW\nEkmSTLKZ57O423sWeU0LUsKzB8+9D/FqxwkK/ViLMivHZNA+mruZvMZG2F5di+WSETxesJWoA+c/\ny++8jrV5+TqB3w4F0s7Rmqa233H4eigjfDL+eLRztKK0iSED1/9F95VH0FJIuDexB2BsUweeRMdR\nf/Z2Jmw/y9wOLhjopk1tvz/rh5mZKbNne7Lcyxsfnx20bfsjW/1WZhpXm3a9M+ghpVPVo6cbo9wH\n0qxpQ35q0U1lfWVmjHT/hVIli3PuzH609E2R/44n+a3mPF+DDh36YW5uwsyZE/Dy2oCv707atGnO\n5s1e2dZnRf78eowdOxR398kqNmbP8sTLaz0+vjto26Y5flsyPw/t2vfBzExVDxB08zY9ew3DfeRA\nmjZpSIuW3ZXnQZIkZs6YgPuoySQmJipt9ew5jEEDe1CpUjmqV6/K4yfP+H3JGmVd8FNTF9q26425\nmSlzNNSFpk0b0iK1Luzde4Q/j57kxvUTnD2znytXbjBufNoUc+vWzdDSUrDZJ6X8unYahKmpMb9O\n92D1Kh+2btlDy1ZN8N60JNN4MtN/Seb2m0FBk4J0G9+DwxsOcmrnCZyaOePuNTaD1q6uPWXty+HU\ntBYr/dex0n+dUtd2eAd09LSZ4jdduc/avlwGG5kxr99MjEwK0mV8D/7YcJDTO09Qo1kthntlbI9s\n61bF2r4cNZrWYpn/Wpb5r1Xq1k1aSRELY5YFrGXQ/GEsGDBbZS3it1wOs/pNp6BJIXpM6MWhDQc4\nsfM4tZo7M8bLI4O2qqs95aqVx6mZM2sC1rMmYH2muk9lRE8PjE2KMPKXIfit28H+7Yf5/qf6zFud\n9ZKJ9Axw74Wuni5rdi3l6LW9HL22F5tqlbLOCHj3n4eBiRHNJ3Th7MY/CNx1GptmNei2fHgGbbm6\ntpSyt8amaQ08/Zfh6b9MRddoWBv8t57gZWj2R1hX9f8NQxMjWkz4mdMbjxCw6zR2zWrSa/nIDNoK\ndW35zr4sdk1rMtXfi6n+XvRaPpLkpGTWDVmEc5eGjDk4m6bu7dkxxZsnd76xzuR/BEn+RubbP5XU\nB3B+SU3+Isty3dRtH9LH0+vSpW2BDYA5cECW5a6SJK0DjsuyvC5Vo5JWh79Fy1wvvErzP31d5ZdE\nv0vmnaSvScLjU7kdAvrF6uZ2CCTn8jdgv4W2RF87918LUr9QhaxFOUgevtxDZZ9LYrYnhHIwhm/g\nm8gP3r/KVf8NdUpmLcph3n/5cZpPZlHolly7KOLn9s7xi0HPfVWuX/T/2qe5ZVmumy5ZN5NtmemQ\nZfkKUPmjbd01pQUCgUAgEAg+mW/gpuZr8P86zS0QCAQCgUAg+Ar8a0cmBQKBQCAQCL5pknN/ycfX\nQIxMCgQCgUAgEAg+GzEyKRAIBAKBQJADZOeF7P8PiJFJgUAgEAgEAsFnI0YmBQKBQCAQCHICsWZS\nIBAIBAKBQCDQjBiZFAgEAoFAIMgJxHsmBQKBQCAQCAQCzYiRSYFAIBAIBIKc4D+yZvJf+23ubwEd\nnRK5Xni5/T3mbwGFlPsD7K8fHs/tEKhcoX2u+nfSy/3vAG97EZjbIZCcy22qQsr1z/TyPikxt0Mg\nKTkpt0PASLdArvovom2Yq/4BYv+Oy+0QeBQVlGsXRdyUzjneIOT33JTrF70YmRQIBAKBQCDICcR7\nJgUCgUAgEAgEAs2IkUmBQCAQCASCnOA/smZSjEwKBAKBQCAQCD4bMTIpEAgEAoFAkBP8Rx6SFSOT\nAoFAIBAIBILPRoxMCgQCgUAgEOQEYs2kQCAQCAQCgUCgGTEyKRAIBAKBQJADyP+R90yKzqRAIBAI\nBAJBTiCmuQUCgUAgEAgEAs2IzuQXoHbtGly5cpSQkAA8PIb+Y72n5wgmTBiead5Nm5Zlmqd27Zpc\nu/oXYaGXGOfhlo0YNOsnebozccKIDNvNzU0JDQnIUf9TJo/mYcQVrlw+SrVqtip5rl87zsOIKxw6\ntJlSpYp/ZDPnz0OvXp24evUY9+9fxMtrDvr6X+bbu3fuh9Dy5wFfxJY6HJ2qsv+0HyevH2TAiF7Z\nymNdvjR7jvv+I79la1Rk6p8LmHdxJc2HtMlSX6dTQxYErGbFHV8GLh2Jtp4OAKWrlmX5rU3M91/J\nfP+V/Hpkvlobzi7V8b90hDv3zzN6zOAsfWrSt2j5Azt2rcVv2yoafV9XuX3h4mmERQRy98EF7j64\nwJixQ1TyubhU51LgH9zLZF9mqNPr6emyyWcpL14FExoWQO8+nZX7evTsSODlP7lz7xxLl8/KUB+/\nRjkUKlyQ+QuncvDwZmbMmoCBgb5yX261jbVr1+DateOEhwUybtywbPitqVY/ZcoYHj28ypUrx3BI\n1x59YOaMCazwmquyrW7dWuzYsRa/Hato1+EnnJwdOXPxADdun2LEqIFZxqNOb2pqzKMX1wm6c1r5\np6uro5JXWzsfZy4ewMnZUa19B6eq7Du9hZPXDzBgRM8s4wGwKl+a3cd9Mt03Y/EkWrRvqjF/zVoO\nHD+/h8Dg4wxz75+lv6z0FSqV5dLNvzAySvv+ePMW33P28iGu3jnJyvULKFgw979NTrKc83/fAF+1\nMylJUl1Jko5/Rr5SkiSFqtm3Q5Ikpy/tM7sYGRmyZctKJk2ag5VVDerUqUnDhnU+W+/uPpARIzK/\n0Jo1a0iVKuX57bflGWxu9VuJp+dsSpepTp06TjRqVFdjDJr0o9wHMXJkxhhKlSrO7l3eFC1qlmP+\nu3ZtR+s2zbGrWp+OHfvj7b2YPHlSVmOsXjWfDh36Uay4LadPXWDBgqkqNnP6PNjYVGTMmME0adKJ\nsmWd0NXVYc4cT7U+ssvN2/cYOnYKcfHx/9iWOgwM9Vm8bg4LZiyjnl0zqteyx9m1psY8FSqXZcn6\n38hfQO+z/eoZ5Gew1yh2zPFllFN/ytWsSKU6GX+QP/CdTRmaDGjBvG5TGe7Yh4LmhWnQvQkApSpb\n8sea/Qx36MNwhz5MbJR5p8LIyIBNvsuZMvk3KpR1xqVODRo0rK3WpyZ9LWdHxo4byiTP2Sxfto6V\nq+dTrFhRAGztKlG/XmusLKtjZVmdWTMXq9j02ezF5MlzKWddi9q1s45Bnf7XqWOJi0vAukwNOnca\nyKzZE7GwMKeKTQVGjR5Es2ZdqFDOBV0dHWbOnvDVy8F7w2JCQ8MZ2H80JiZFmDJ1TKq93GkbP9jx\n9JyFZWlH6majPdq2dVWm+m5d29GmdXNs7erRsWM/vL1/V7ZHAFXtKtOlSxs8xk1TbrOyssRr+Rx+\n+20ZM6ctwnPyKDZuXsb0X+djW9EV59rVqVffRW08hkYGeG/6PVO9jV0l9u05QkVrZ+VfQsJblfwT\nf3HHumxptfZT2oLZLJyxjHp2zXGsVQ1n1xpq9fChLZiboS1QKBSMn+5OkxYNNeY3NDRg1caFzJq6\nCMfKDXBycaRufefP1isUCuYumsKsqQuJjo5R5pk0dTQtGnfBrlxdoqNicB+X9U2c4Mvwrx+ZlGW5\nlSzLZ3PLf+PGroSEhLN79yESExNZunQdHTq0+Cx9uXJWWFtbsnjx6gz5DAz0WbhwGsOGTeT9+/cq\n+35oXI+QkHB27T6YanMtHdqrj0GTvnxqDIsWrcqQb8iQ3riPmvxJ9j7Vf4cOLViyZA0vXrwi+NZd\nbgXfwdnZkcKFC6Krq0PQzdsAHD12ipIlLLJVrpnxOeehY8eWbNmym0ePnpKYmMimTTtURk4/l/Vb\ndjLWrd8/tqOJ2g1q8TDsEX/s/4vExCQ2rvajWevvNebp1r8T08f/9o/8VnGtyovwZwQevkBSYhJH\nvQ9S40f1P6SJfyeybOA8woNCiIt+w81T1yhSzBiA76qUIeTq/Sx9NvreldDQcPbuOUxiYiJey9bT\ntt2Pn6UvWNCIIQM9uH4tmGNHTxMaGk7pMqXIly8fxYsV5f69UI029+xOsbl8uTft2v2UZQyZ6c+f\nv4Tb0PFERcVw5sxFXrx4RbFi5nTo0BK/Lbt5nFoffX13Us3e5quWQ4EC+Tl5/BwL568gJCScrX57\nKFfOCsi9tvGDnV27UtqXJUvX0LFDS7V+f/ihnlp9hw4tWbJkdUp7FHyX4Ft3cHauDoCWlhYrVvzG\npEmzefUqSmnPzMwEt2ETOHPmIoGXrvH40ROio2LYv/cPEhMTWeW1gVZtm6mNp0HDOoSFRmSqt6ta\nmcuB19XmreVSnTquTlwKuKpWU7uBU2pbcJzExCQ2rfajWevGavUA3fp3zLQtcKrjSHxcPAd2/aEx\nf71GLoSHPuTgvj9JTExkzYpNtGzT5LP1/QZ359279/j57FJuK/ldcZ4+fcHzZy9JTk7m7OmLFCtu\nrjGur4KcnPN/3wD/+s5kblO8uAWXL6dd3CEh4VhZWX6W/tatu/Tt6867d+8z5Js8eRT58+vSr19X\nFi6cioWFWTqbRQlUsRmGtbX6O1NN+uBbd+nTd2SmMYwcOYmTJ899kr1P9V+iuAWBgdeU+x6EhGNt\nXZpXr6JISHhL2zbN0dcvQL++XTl06K90NnP+PCQnJ2NsXFiZtrGpwLNnL9T6yC4zJrpjVfq7f2xH\nE0UtzAi6ekuZjgh7xHelS2rMM2bQJO4E3/tHfgtZFCHs+gNl+kX4M8xKF1Wrj7gZSuj1tA5jlXpV\nueMfDMB3tmVoM6Yziy6vZfLBuVhVK5epjWLFi3Ll8g1lOjRUc13QpN+39wj+/lfQ0tKidZtmGOjr\nc+H8JWxsKpA3Xz6uBZ0g7OFl1novokCB/EobxT+yGRISgZW1pvqoXr/Vb49y9KlS5fIYGOhz/Xpw\nSn00SauPVapU4Nmzl1+1HN68iWPO7CVAyhKYQUN64rdld+ox5U7bWLFi2Qx2rDWWvWqbk15fvIQF\ngek6byEPwimb2lYNHdqbChWsafR9XVavmk+FCtYAnDp1nkOHjiFJEi51amBZuhTnz11S2ggLjaCM\nlfrrvVhxc65eCcpUX9W+Cj37dObWg/NcCDxMk2YNlLoC+vmZt3AKg/qN5u1Ho5XpMc+kLShVuoRa\nPcCYQb9wJzjjjdzpv84zf9pSZFnzVKtFMXOuXbmpTIeHPcSyjPoy0KQvWsyckWNSpv5Xb1xEm/Yp\nNzwP7odSyrIEjjWrYmRkSIfOrTj2xymNcQm+HLnSmZQkabIkSU8kSQqVJKmmJEl5JUmaJ0nSQ0mS\n7kmS1PUTbB2XJKnuR9taS5IUIknSXaBtuu2GkiTtkiTpsSRJDyRJapu6/SdJkgLT6b6XJEn9rV06\nFAqJ6OhYZTouLh4jI4MvpoeURrp3787s3HmAVas2YWBQgD/+2IqWllaqTQUx6W3GJ2QRw6fps+JL\n+pc+2hcfF4+RYcq+adMXMGuWJ7t3eVOjpj2/L1mTzmbOnwc/vz20bfsjM2dOYNasiYwb58amTds1\n5skOkiT9YxtZ+lBIxMa+VqYT4hMwMNTXkOPLoJAk4mPjlOl38e/Q08/etLlz23rk1c7LhT2nUWgp\nuH/5Dot6z2SoXQ8OrdhDnwVuSIqMTZhCkoiJSV+HEjA01FAXsqGfNXsiXivnsnLFBt6+fUc+7Xx4\nLVuHo30jylnVRE9Pl+Ej0kaXFQqFSv2Kj4vXHEM29JIkMXv2ROb9tpz4+AS2bt1DmzbNmT5jPDNm\njmesx1B8fHZ81XL4QNlyZTh2YgdFzc3YvftQ6jHlTtvYq1cnlboeFxePoZH6tXMKhYLomNhM9QpJ\nQXRMTNq++HgMjQzImzcvY8cM4eChY6xdu5nIyGj+OraDwoULKrXu7gPZuHk5t2/d4+nT58rt8fFZ\nnAeFgpiY15nqH9wPZWCfUZSzrMEIN08WL52JvkHKOtkZsybgs3E7167ezNRuevuvY98o01+jLVAo\nFCrnJKVuqfepST/IrRexsW9Yt8qXw/uPMfFXd9p3bsmb13F4r/Jl3u/T2LB1OYZGBuzYui/nDiq7\niDWTOUYNQAuwAFYCY4DRgC1QFmgEzNa0DlITkiSZAeuA9kBFwCrd7rbA41TfLYEPi5wOAqUkSfqg\nbQNsUmO/ryRJAZIkBSQlveHVq2iVBk9PT5ekJPXDzp+qB6hWzYaXL6MYOHAsR44cp2fP4RQpUggb\nm4opNiOjMExvU1eXpKQk9TF8oj4rvqT/yFeq+3T1dElKTqZUqeIM6N+N8hWcqVe/Nf37j+Lwoc3K\njtjXOA9Xrtygdu2fSEhIoHr1qoSHP2JL6ijMt050VIzKgxE6ujr/6JxnlzfRb9AzSBuxy6erTXI2\n3rtmZlmUth5dWDl8MclJySQnJbPGfQlPHzwG4NzOk2jr5qNoGYsMeSMjo1V+rHX1NNfH7OjdR/6C\nQ9VGjHAfgL19Fc6cvsjUX+eTkPCWhIS3rFnlQ/106/siI6NU6peuni7JGmPIWj/SfQA6ujrMn+cF\nwNUrQdSr24qEhAQcU+vjVr89X7UcPnD71j0qlHXmwIE/WbZ8NvB1rsnM2kZdXV0sLdNG3fWyOu5X\nUcob1o/1kZFRGBmmdUQ/tFUVKlhToEB+evRw49ChY4waPZknT59Tp07az9acOUuoWsmVkqWKU6VK\neeV23Szax5TzoJ+p3mP0VAL8rwBw5tQF7t8PpUbNavzQtD6lvivBovkrNZYXpLQFHzqg8HXagqjI\naJX2R1dPR+O51aR3qG7HgjnL2L39AH6+u1i2eC1NmjegWnU7bKtWprZDU5o37MjalT6s9F6Qcwcl\nUCE3OpORwCRZlpOBs4AR0AL4XZblOFmWHwB+qds+B0fgnizLF2VZfg+kf1plNbAPmAWsAEwBUnXb\ngPaSJGkBzYFMH1uTZXmFLMvVZFmupqVVgHPn/HFO99Sco6Md4eEP1Qb3qXqAxMQkIiIeKacSZFnm\n/fu/lQuPz50NwCV1HQ+Ag6MdYeGP1Mfwifqs+JL+z57zx8U5bTG4o4Md4WEPcXSw4+HDx7x7lzIa\ncv58INbWpTExKZJi8yucB4CgoNtMnboAU1Njxo+f8VU6ZF+CyxevUq2mnTJtU7USjx8+zXG/dwNu\nYV29gjJtaWvFq0cvNeRIeWhnyMox7JjjQ9iNlClyI9NC2DdOqzP5dPKhZ1iA5Ex+kM6fv0StWmnn\ntlo1GyIi1NdHTfradWpiapayZjMkJJyLFwIpX7Es9Ru4qExVFrUwU+n8nT+natPBwZZwTTFkoW/8\nQz36D+jGz50HqdS5oKDbTJ+2EBOTInhOnKmy72uUQ6HCBanfIGUNrCzL+G3ZTcVKKcsPcqttfPv2\nHZUrp3XePrQh6jh7zh9nl4xtDsDZs/44u6TVu5SYHpGYmEhUVIzK6NnbhLdER8dSzd6GMqlTsq9e\nRXHy+FkqVUm7BqpWq8LDiMdq47l4PpCaTg4Z9PoGBWjfUfVnsWhRU5KTkmnRqglWZUtz4/Ypgu6c\nxqG6Hes2LqZTz7YfmycwQ1tQMcfbAv8Ll6nhZK9M29lX4eFD9WWgSZ+YmEhEut+Xt2/fERPzmuo1\n7bl394HyZvWS/1UcalT90ofyycjJco7/fQvkRmfynizLH1q89KXwcYl8bgkpgPS/MOl/7ZcAI4AL\nQKuP8vmQMppZF7gpy3LWPQtSGvPIyGimTRuHq2stxo4dwubNu76YHlIatJIli1G1aspIQNeubXnz\n5g0hIeEA3Ai6RWRkNDOmj8fVtRYeY4ey2XenWnufqs+KL+l/vbcfbm59aNq0AW5ufbC2Ls2RP05w\n914Izs7VqV/fhfLlrJg5cwKPHz/l5ctI4Ouchw/06NGBsLAI9u498gmllLvcCb5PTHQs7p5DqOHi\nQP/hPdm7/VCO+310O5y46De0HduF8k6VaTa4Ned2nVSr18qjxbC14wg+c50Tvn8qtyclJtJ1Wl9K\nVPwOnfw6tB7Tmcd3I5Qjlem5GXSbqKhopkwdQ526TowaM1i5ji8zNOnrN6jN/AW/kjdvXiwszHGs\nXhX/i5cqZiDdAAAgAElEQVSxti7N9BnjMTTUp3TpUgwc1IMdO/YrbQYF3SYyKppfp46lbl0nRo8Z\nzJbN6mPQpK9qX4VVq+fzc+dBPHr0JEPebt3bER72kH17VR+C+BrlgCyzbv3vVK+R8sPfpu2PXDh/\nKe2YcqFtjImJ4fnzl8yYMR5XV2c8PNzw3ayhPbpxi6jI6Ez13uu3MMytL02bNmSYW9+U9ujIcW7e\nvMObN3E0a5byFHO9ei5YWpYkIOAK9vY2eK9LWUNraGSAbdXKvHzxCs8po3CpU4MR7gPY5rdXbTzB\nN+8QFRWdQZ8Q/5YJk0ZSxzXlTRKD3Xojyyk3Af16jaScZQ3lE97+Fy7TvcsQfNZszWD/biZtwb4c\nbgtu3bxLdHQM4yePxLl2ddzc+7FTwxS0Jv3RIydp0+En8uTJQ8GChnTo3JLTJ84Tcj+Mho3rUs3R\nlvIVrRnlMZjgoDs5elyCNHKjM5nZ2PYuYJAkSXqSJH1HynT0584f+gNlJUmylSQpL9An3T4XUjqN\ne4EOH+U7Qcoo6UTUTHGro0OHfpibmzBz5gS8vDbg67uTNm2as3mzV7b1moiJiaVLl4EsXjydiIjL\nDBnSm44dB6gsem7Xvg9mZibMnuWJl9d6fHx30LZNc/y2ZD7tkZn+n/Cl/AfdvE3PXsNwHzmQpk0a\n0qJld2JiYrl8+TozZy1mhddvBAQcoZ5rLTp3GagyEpPT5wEgf349xo4dirt7xqfav3WG9BiNsWkR\nxkwehu+6bezddpAffmrIorWzc9Tv7/3nYGhSkPYTuvLXxsOc33UKh2ZODFo+KoO2cl07ytiXxaFp\nTeX7JActH8XrV7Fs9FzFkBWjmX1mGUWKmbC4z2y1C/87dxqAmZkJ02aMY9XKjWzZvJtWrZuy0WdZ\ntvUAM6YtIC4unlt3z7B3/0bGjJrC7Vv3WOG1gRcvXnHz9hl27vFm+7Z9LFuyTsVmp479MTMzYfrM\n8axcsYEtm3fRunVTfHwzjyEzPYC7+wD09HTY6LOU+yEXuR9ykdatU97plz+/HmPGDmH06F9zpRwi\nI6Pp1cONJUtncvfBBSwtSzJyeNrrsnKrbWzfvi/mZqbMme3Jci9vfHx20Lbtj/j5Zd4etW3XO4Me\nUjq4PXq6Mcp9IE2bNqRFi27ExMQiyzKt2/Rk+LB+PIy4wtIlM+ncZSCxsa9ZsXID588HEnzzNMdO\n7mTdal9aNe+GqakxU6aOZe1qX7b57aFFqx9Yu3FxpvH06DIkgz4xMZF+vUcyY/ZEbtw+jWt9Zzq0\n6U3cm7hMbWhiaI8xGJsWZvRkN3zXbWfvtkP88FMDFq2d9cm2skvvn4dhaloEz6mj8V69mR1++/ix\nZWNWrs98KjozPcDieSuIfBXFuSuHOBVwgAtnL+Hns4sDe//g4N4/Wbl+IQeO+VGshAUjBo/PsePJ\nNv+RNZNSVk9hfVFnKQ/K/CLLct30aaAhKVPP7YB3/2PvvKOqON4//AxWUBCNNFETG/YCSlEpYost\nicZeY+y9Yu/daKzYO3ZssfcYu9gxiigWmkYTI0UFSy7s74+L13vhFjQifn+Z55x7zt3Zz7zzzuzO\n7OzM7C4wQVGUtVrxvgKOK4rylR6bx1NsHtcKawNMS9k8BhRRFKVGSvgs1B3aTUB3oIqiKLdT4s0E\n+gD2iqK8W3VtgJw5C2f6UUz+TF4LkJmYicx/KcHzB8cz2wXKl2mZqelXszD+dPinYNuTK6ZFGUzy\nJ2xT9WH2CR7oMsWbJFVmu0BScuYvQbE2/zgfNfhQ8ufI/Jd2P/vn/Tu7H5uHsSGZVime92uU4Q2C\n5fy9mV7pP+m3uVM6fDUMbA9K+emLFwF8ZWBfDT1hG9Gz5lFPuN/bPymjmL8De9LTkZRIJBKJRCIx\nSjoeOPz/wCftTH7mnEc9zW347bYSiUQikUgkEh1kZzIFRVEy/7EviUQikUgk/3/4TNY0ZjSZv9hM\nIpFIJBKJRPI/ixyZlEgkEolEIskI5MikRCKRSCQSiURiHDkyKZFIJBKJRJIBfMrXL2YmcmRSIpFI\nJBKJRPLByJFJiUQikUgkkozgP7JmUnYmJRKJRCKRSDKC/0hnUk5zSyQSiUQikUg+GDky+S9QfQbf\nfs1sMv2DoEAymf+5qsz+LjbA9ZuBmZp+/q/qZGr6kPnfxQZ4pXqTqel/DnUys79JDfDsdWJmu0AW\nkbnjNTGvn2Vq+gBZzbJktguZiiJHJiUSiUQikUgkEuPIkUmJRCKRSCSSjECOTEokEolEIpFIJMaR\nI5MSiUQikUgkGUHmL+n/JMiRSYlEIpFIJBLJByNHJiUSiUQikUgyAPk0t0QikUgkEolEYgI5MimR\nSCQSiUSSEciRSYlEIpFIJBKJxDhyZFIikUgkEokkI5BPc0skEolEIpFIJMaRncn3ozxwPb1iCwtz\nwm6dxcvT/V8lammZm21bV/D4j+sc3L8JG5sv8PGuyvXfj5Pw/D7xsXd4EHWVB1FX+aFDC7023uqj\nI68wauQAnX2TJg7jjwfXuBZ8DNcqlTTh5uY5mT5tFMeObmPpkpk4ONjpxJs6ZQRP/golKvIKI1PZ\n1Ie3d1V+//24Xv3EicN4+OAawal8GDasL38/CSU66irRUVdZsngGAGZmZsQ8vc2fj2+QmBDBy8RI\nZs0anz4frv1GZMRlRo7or+vDhKE8iA4m+OqvVNHy4dtvv+bSxcNEhF9iS+By7O1tNT48/fsWUZFX\nOHXjIKduHKRIsS/1putWzYV9p7dw8voBeg7qbNJPAKfSxdh9fFO6tP+WsHvhNGnf86PY8vRy58Ll\nQ9y+e44hw/r8K33jJvXZ/stqArcup07dGmniBqzz15uGl5c7l68c4e798wwb3tekD8b0TZo04Jdd\na9i6fQV1v9b14bvG9Yh7difd6XxIPXR0dODo4a08evg7mzYuwdw8p0682rW8OHRgs8Z+yI2TvHoZ\nRczT25p68+L5fdq1a5bGn/etk2XKOGlsvv29TIzE09NdUyejo64SEnaakLDTNG/5HWcu7OfG7VMM\nGtLLZPlU83TTq7ezs+Hhk+sauyFhpzXlUL9hLa5cP8Yff99gx54AbG3zp8qjB9eCjxERfokRqeq8\nPkzpx44dzOjRA/XGzZEjB9eCj+Ht7WEkj66cPL+Xa7dOMnCI6TpnSl+mXEmCQ09gbZ3HiA03Tl3Y\nx++305umfr2tnQ3RT37netgpzc/cPCe+tTx1wq6HneLP+Fs4FnTQxK1a3ZXjQbu5EnqcAX49TPpg\nSl+mXEku3/xNk+8atTy5euuEzu9hbAgFtHzIDJRkJcN/nwP/s51JIcRxIUSNdOg6CiHWfIQkXYBd\ngGV6I0yaOJzTZy5w6vT5f5XwvLmTSU5OpmBhZwK37GLhguls27qCMWN/Ij7+OZcuX6Nzl4EULOxM\nwNotaeJbW+fR6IsUc6OGTzW+Trkw/9ChBc2afkNF55q0at2dtQELyJpVvfrBf/5UsmfPTueug3gW\n/5yVy2drbHbr1p4hfr0JDr5O0RSbdfVc7FP7MHbsT2n0b32o5FyT1q27E6Dlg4tLeVq36UGhws4U\nKuxMj55DAfVF7datuwghaNOmJ5ZWxShXtrRJH7ZuWc7YsTMoVtwdHy0fOnRoQdNm3+DsUovWrXsQ\nEOBP1qxZsbe3ZeGC6fzwQ1++KlKFe/cjWbNmvtqH0k6EhNym8JcueJWrh1e5eoTfi0yTrlUeS/zX\nzGTutMXUdG6Ee/XKePpWNegnQJnyJVm4dha5clsY1X0Mbt6+S7/hE0lITPzXtqytrdiwcTGTJsyi\nbCkvvL09qFXb+4P01T3dGDaiH+PHzmDp4gBWrJxNQa0LQ4OGtSlXrjTz5ixLY3Pj5qVMmPAzpZyq\n4+3tQe06xn0wpPf0dGfEyH6MHfMTixcFsHLVXAoWLABA+fKlCFirPlfTl86H1cN1Af5c+/0mBQpW\nJCzsHmO0OjJ1anunaLNo7I8aPY3clkW5dEndLpQr78Pjx084ePCYXn/ep07evBmmqYuFCjtTw7cJ\nERHRXLhwlTJl1PWhUGFnyjp5Us2tAVNnjGLqpDlUKuuLp7c7NWt5GSyfPNZWBGxYoFdf0bkce3cf\npqyTp+b38uUrHArYMWPWePr3GUmJr9x5/uwFw0b108njlsDljB03g+IlPPDxqUrdOjWMHiNjej+/\nXgweZLgjNGXycEqVKmE4j3msWLXen+mT51G5XE2qe7nhW8vzg/VmZmbM8Z/M9MlziYuL12/D2orV\nG/yZNmkuLmVr4untbjxNI/pKzuXYt/sI5Z28NL+XL1/x26+ndcK6dxrMpQvBPHzwSJOPFevn8dPk\n+biVr001LzdqmMi3Mb2ZmRk/z5/IT5PnafJ9/NfTOJfy0fx6dfbj8oVg/kjxQZKx/M92JjOBgYDp\n29oU3N1caNvme4YNn/SvEs2aNStNv2/IxEmzUalUrAkIxLdGdSIiHnDtWgiP//yL+f4raNWqiUEb\n9evX5H54FDt3HkClUrFg0SqNvnWrJixYuJInT54SGnqH0FthmpHUBw/+YOiwSYSHRxGwbgulSzsB\n6hHXbl3a8eDBI6KiHqJSqVi4aBWtTfgQruWDtr5VqyYsTOWDZ4oPlV0qcuXK72nsValckdjYOLXN\nXWqbixatplXLxoZ9qFfToL5Vq8YsXLhK7cOtO9wKDcPT043vv2/I8eNnCLl5G4C1AYGaUZrKVSpy\n6fI1g+m9xbt2dR5EPuTIvt9QqZJYv3ILjZp+bTTODz3aMHXULJO2PwZrA39heP/uH8VWnbo1iIiI\nZs/uw6hUKpYuWUvzFt9+kD5vXmv69h7B9euhHDt2moiIaIoVLwKAlVVuZs2ZgN+gcbx580bHZt2v\nfYmIiGL3rkOoVCqWLAmgRYvvDPpgTJ83Xx569xrO9d9DOfbrKSIioihe/CsAJk4eTni4+uYhPel8\nSD0sUMCe6tXdmDhpFoqiMGfuMlq2eHeO9+7diSHDJuq1/7aO+fn1YvWaTfz9d0wafz6kTmozbpwf\nU6bO5c2bN1SpXJFLl4I1+2rX8SEyIpp9e46gUqlYsXQd3zdvZLB8jOmdXcpz9UraSaEcObLTo6sf\np04EkfAigcMHf6NQYUfN/nr1fAkPj2LXroMpdX4NLVsZPkbG9KVKlcDJqRjz/VfojevjU5Vatby4\ncOGqQfu16noTGfGA/Sl5XLlsg9EyMaXv2edHXr16zeYNvxi0UbuOro0VS9ebOA6G9ZVcyuk9DqkZ\nOXYgk8b9rNmuWdeLqIgHHNh7FJVKxaplG2jSrIHB+Kb03ft05PXrN2zZuNOgjeFj+zNlwmyD+z8Z\nyZ/g9xkgO5PppwPpnOIWQrBo0U88jYll+bJZjB41gBw5cgBQsGABdu9cyx8PrnH1ylGqelQxait/\n/nxkyWJGSIi6M6MoCi9fvuTuvXBcXSthb2fLogXTadWyMf7zp5IlS5Y0NgoXctTpkIWHR1HSqSgA\nhQo7ckWrcQi/H4WTUzEAxk/4GZVKRd681gwf1pdNm3cAkJj4kq3b9nD/fqSOTacUm/oopMcHJyM+\nlHQqhp2dDfb2Npw6uYe//gxh7571mql2V1dnXF0rUbq0E3fvnKdr13aEh0dqfNfvQwGuXNVKR0uf\nuozuh6vLITk5GRutabOKFcvy+M8nKT5UolHDOjx8cI1jV/bQ8ofv9aZbwNGekGu3NNvRkQ8NToe/\nZVjvcYSF3jWq+VhMG+NHiWJFPoqtQoUKEBx8Q7MdER5FiRKGbRvT791zmEsXg8mSJQtNmzXC0jI3\n54MuAzBm3GAsLCzo0q09s+ZMoEABe12bV9/ZDA+PpoTRc9Owfs/uw1xM8aFZig9BKT6cPnWe06fO\n642njw+ph4ULOXLvfiTx8c8AiIuLx9Iyl2aKt3GTjjyI/sOg/dKlS9ChfXMWLFilJ9/vXye1KVKk\nMO5uLmzcqG4XXF2dadSoLn88/J2rN37j28b1uBYcotFHRkRT3Mi5ULCQg0G9S+UKdOrallv3gzh/\n5RANGtUGICI8mjNax6DO1zUIOntZJ49XU9f5EsbaCMP6W7fu0K3bYF6/fpMmnqVlbhYt/IkfOw3g\n5atXBu07FnTg91R5LJZyc/K+eseCDgwe3huA1Rv8aW6gk+xYqEAaG8aOgzG9c+UKdOrahpv3z3Hu\nykHqpxwHbap7uZOcnEzQ2Uup8nFTsx0V+YCixY34YERfoKADg4epl0CsXD+fZi3T3qxW83QjOVnh\nvNa5IMlYPmlnUghxWwhRRQgxTghxLiXsDyGEqxBigxDikRDirhDiW604TYQQoUKIJ0KIQCFE7lQ2\nswghtggh5muF9RZCPBRChABeWuGFhRC/paQZKoTwSQnvL4TYoaXrLoTYlcr9dC9M+P77hpQt48SK\nFRtYvWYzDRvU1qz1W7tmPrt2H8SxUCUmTJzF6lVzATh3dp9m3ePb37XgY5iZmfHs2QsU5V3y//zz\nD2/e/INKlcTMnxfhW6spkZHRVKlSUe+aSTMzM83FCCAhIZE8KetMzIQZcfHvpkcSEhOxtrbSbOfL\nl5dzZ/ZSu5Y3K1Zu1LGZmPhSr019mJmZEfcePuSxtiJfPmuWLVtHteoNKeBYkcjIB0yfNgqAR4//\nZN/+X1m4aBWNG//A5EnDyW/zhY7vesshTsuHxJcavUi1LzEhEes8VuzZc5hKFcuxdMnPTBg/hHnz\nJrNh/TYAHj/6i4GDxuBYsCI92g5g0KjefFmkUJp0hZng2bPnmu2XiS+xypPu1RIZjhDio9lKXcaJ\niS/Jkyf9x0SffvqM0SxZNpPly9bx6tVr7O1t+bFTa3bvPMDqVZuwtMzN/oMbNTdSZmZmxKU6lqZ8\nMKWfMXMsy1bMYtlStQ8fms771kMzM0F8qunLxMRXetPRZ79QIUd27TqoE66T7/esk9r06d2ZpcvW\nkpysHhp59PhPBgwcQwHHCrRp0R3fWp4I3p1b6ToX4p/r1d+/F0GvrkMoVdSDQf3H4r9oOpZWOpcC\nvHw8cHV3ZsWydbp51DlGL022Ee+jf8vs2RNZExCoc2NkyP4z7TwmvMTKRJkY0vfp34Xnz16wesVG\nDu77lXGThtC6XdobWjMzoXP8ExNNpWlYH34vkt5dh1KmaFX8+o9j/qJpaY5D1x7tWb5kbdp8PNPN\nRx4jbaAxfe/+nXn27AVrVmzi0L5jjJnkR8u2urNinXu0Y+WSdXwOyDWTGcN5oAxQCngshMgH5AD6\nAPeBQkArYI0QIrcQoiQwF6gPFEzxV3uVuABWAk8VRekHIISoBExB3YmsCrhq6TsCvymKUgAYDvyU\nEr4ZqCuEeHt2NwM26MvAs2fPcgshLgkhLiUnJ+jNZLWqruz4ZT9z5i5l166D9O03iiaN65MrlwXe\n3lWZMH4I0ZFXWDB/Kvb2tlhZWVK1WkMKFnbW+VWsVJOYmDgsLXPp2BfCjFy5LNixYx9z5i4lR47s\nvPnnH9au3cLXX/um8efp01idRtzCwpykpCQAYmJisc7zrhNoYf5u39v9pcp4MmnybHZsX6Vj08LC\nXK9NfcQ8jcX6PX0IDb3DoMHjiIuL10zD1a2rzt/kyXM4d/Yi1nmsuBFyi2PHTuNbo7pRH57GxOpc\nELXzGvNUd5+5hTlJyck8fPgIj6r1iYp6QOUqFUlOVli4aLXahylz2LfvKABhofc4d/ICnr5pF97H\nxcZjZfWu4cxpntOon//LxKQqY3PznCQlGzkv0qEfMngCbpW/ZpBfT1wqV6BylYo8fRpLv76jOHrk\nBN27+vFF/nxUqFBGY9M61bFMNnZupkM/eNA4KjvXwc+vF5WrVPygdD6kHqrPWd2bNAsL/eePPvtW\nVpYEBATqz/cH1Mm3ZMuWjVatGrM+5cYK1HVy374jAITeDCPs9j2cSr0bBTQ3N9FGxMTpdDC09SOG\nTubSRfUU+plT57l3LwKPqu9mdfLnz4f/oukM7Dtap/MV8zT1MTJe995XD/DtN19TtOiX/PzzIqM6\ngNiYOJ0bSXOLnEbPGWN6Vw9nZs9YxM7t+wncuJNF81fRoFGdtHmKidM9L0y0P8b0I00cBxubL3D1\ncOHA3l/T5sNKNx9JSYbnZ43pXd2dmTtzMbu272fLpp0s9l9Ng2/ejZDmt/kCV3dnDu47lsauJOP4\n1J3JC0BpwBy4C3wLXAQaAj2AB8BeIBtQFKgD2AJBQCRQEyinZW860AQ4pRXmjbrDeF9RlGfAGq19\n04BQIcQ81B1OewBFUf4EzgLfCSG+QP2wzW59GbCysnqhKEoVRVGqmJnl0ichSaUiMjJas/3y1Svi\n4p5pRoDKlvfRdBiLFnfnxQv9nVKAV69ecTP0Du5uLgDkzp0LW9svKFe2JC1afIuNzRe4uToTFfmA\nggUd9DYSZ89dxMvrXSfnrR7g7NmLeHm9Wwvl5uZMZNRDzM1z8t139TTh6zdsp1zZUpiZmWlsak9r\na9vUx9lzF/E04oNnKh+ioh7i5uqc5qnWpKQkzMzM6NH9Bx2bjo4OFCrsSGTUQ4M+nDt7SefJeteU\nvGrKyFO/fxER0UyZOhfznDmZOm0u8fHPMDMzo3v3Djr27QvYkpSctoG8euEaVao6a7YrupTjjweP\nDfr5v0xQ0GWqVX93/1bFtRLRUX98kN7bpyp2djaAegr2wnn1Qx4qlYoH0X9oRusVReGff/7RjKYE\nnbtM9epuGpuurpWIijZ8XhjT+/hUxc7+nQ/nL1yhTBmnD0rnQ+rhnTvh5M5loZnGL168CNmzZ+fp\n01iT9r9v0oDk5CQu61lz/Fb/vnXyLfXq+RIScpu//vobQFMntcmSxYwiRd4t53CpUkEzJa+PC0FX\nqFrNNY3e0io3LVvrroUuUMCO5JTORfbs2Vi1dj5bA3dx+OBvqfJ4SWetZ+p8pOZ99QDNmn9DqZLF\niQi/RGTEZap6VCZw83J69vghjfbC+St4VHvX+XKpXNF4mRjRJ6mSiNby7dWrV3pHoC8GXdW1UcV4\nmob0lla5aaHnOGhfcxo3bcCRA7+hUql0bZ6/ike1yppt58oVePDAiA9G9CqVKlW+X+uMaH/3fX2O\nHDyexodMQ66ZzBDOA5WBN0Ao6lHICyn76iiKYq8oij3qEcrQlPBDWuEOgPaTAvcAT2Ca1vS3GbrF\nq9272oV61PEo6lFKbTYCLYHGwC5FUQwvfDHB/gO/0qhR3ZT1jlno368rx347zYsXCZw6FUTfPp0A\nqOpRhbth58iePbtReytWbMDffyqe1d1Y4D+NM2cu8uTJUwYN6MGK5bMZNWoAZ89d4ocOLdm6bU+a\n+Ddu3CI2Jo7p00ZR09eTkSP6s3GzesH2mrWBDOjfjUYN6zCgfzecnIpx+PBxXr9+w/y5k2neXL3i\noFXLxgQFXdZMad24cYuEhERcXCrg6+vJiBH92bTZ8CLwtz5MmzYqjT4gxYeGqXyws7fB338qdnY2\nODjYMXJEf7Zt20NycjKdO7fBxbkCcXHx/LJjDRUqlMHHuyqbNxnxIeQWMTFxTJs6Cl/f6owY3k+j\nXxuwhf79u9KwYW369++q9uHICU3cOnV8sLOzYfHiAAC1D53a0L59c3LkyEGjpvUoUaoYJ46cTpNu\nWOg94uOe4Te2Lx5ervQY2Ik92w8aPeb/q9wMCSM2Jp6Jk4bhU6MafkN7syUw9YqR9Olr1fJi9txJ\nZMuWDUdHB9zcnbl4MZigc5co/GVBnJ3LA9C2XVNePE8gPDwKgJCQ28TExjFp8nBq1KjG0GF9CNxs\n2Adj+lq1vZk7b7LGB3c3Fy6mPGDxNh6QrnQ+pB4mJyezbv1WViybRbWqVfCfN4XALbs09VCf/bd1\nrE+fzpw7Z3jN2IfUybd8+83XHDr8ruP2tk52aN+CHDly0LT5N3z1VWEe/fGYsROH4OXjwSC/nmzb\nkrZ9ekvozTBiY+PS6F8mvmL0uMH4+FbD3Dwnffp3QVHQrF1dvPxnnj17ztRJc9PYDEmp81OnjMTX\ntzrDh/cz2k69rx6gQ4c+OBasyJdfVebLrypzLugyLVt1ZfGSgDTaWzfvEBcbz5gJfnh6ezBwSA+2\nb91r0LYx/dHDJ2je6juyZs1K3rzWtGrXlNMng/SWa1xsPGMm+uHl48EAvx5sN3Ec9OlfJr5i1LhB\neKcch979O6MocD7oiiZuvYa1OPbrqTQ2b928Q1xcPKMmDMbT253+ft35xVS+Deh/PXySZpp856FV\n2yacPvEu3183qMnxX9O2w5mFkpzxv8+BT92ZvIZ6+jkMdWexLurO5H6gd8r6x2JANFAAOAJ4CyHK\nCvWw3nxA+xHXZYqiXE+JPzol7AxQI2V9ZG7UD868xQtYChwD2qbybUfK/s4YmOJOzaCB3Zk9a0Ka\n8OMnzrJgwSpOndjNHw+uUcDBjsF+4wH44cd+eLhXJjryCosX/0SLll15ZWTBNsDyFevZuHEHs2dP\nJHv2bPzwYz+atejCvfsReFZ3w97OhrZtm3LgwK+0aa3/iepmLbpgb2/HjBljWbI0QLNoPiTkNj92\n6s8Qv140aliH7xr/QHz8M5KTk2nWvAtD/HrxMDqYJo3r07a97nviFixcjbl5TmZq2Wze/Fu2bFmu\n14fmLbrgYG+no0/tQ8OGdWic4sOePYc5+utJblw/wdkz+wgOvsHIUVMB+LFTf3r3/pHy5Urj7u7M\no0d/snDhajZu2kHzZt+wJVC/Dy1adsXe3pYZP41l6dK1bNyU4sPN23TqPAC/wb1o2KAOjZt01Nzl\nCyGYPm00fkMm6Nztduo0gN69fuTRH7/TrnMLerUfzKOHf+pNt++PQ7Gxy8+wCQPYtGYbe7YdoP53\ndZi/eoZe/f8y7dr0xM7ehslTR7By+Xq2BO7i+6YNWb9R/zSgPj3AtKnzSEhIIDTsDLv3rmP40Enc\nvnWX+PjndOzQlznzJnEv4gK9+nSiQ7s+OuuK27Tugb29LVOnj2L5snUEbt5J06YN2bhpsV4f9OkB\nps36SXMAACAASURBVE6ZS8KLRMLunGXv/g0MHTKBW7fu6sQDdOI1b/4tWw3UgfethwDjxv/MpcvX\nmD9/KpFRD/AbkrbN0bb/to7FxsazJmDzR62Tb/H19eTsmYs6tt7WycePrtOlezvate5JmxbdsbOz\nYeLk4axeuYltW3bT+Pv6rF7vr9efH9v1TaNXqVR07zKYaTPGcOP2aXxredKqWRcSXiRQpmxJvm1c\nDzcPF27cPkVI2GkO/7ZNx2bLVt2wd7Dlp+ljWLp0LZs2/UKzZt8QuHmZXh/06T8mndr3w9behvFT\nhrJmxSa2b9nDd03qs3Ld/HTrAebNWkpMTCzngw9z5vIBgs5eMvhU99tyHT95GGtWpqT5fX1Wrdef\npj69SqWiZxc/ps4Yze+3T+Fby5PWzbqSkDKzljNnDqq4OXP+3BW9Nru0H4CdXX7GTh5KwMrN7Niy\nl2+b1GP52rQ3AYb0AP6zlxHzNJZzwQc5dWk/589e1jzVnTNnDiq7VeJCkH4fJBmH0G6AP0mC6gdv\nFqKezo4F7AAVsAj1FHUiME5RlA0p+mbAZCAP6o7nj4qixAghjgPjFUU5LoSwBUKA6oqihAkhBgOD\nU2xdAN4oitIxJXxESvh61K/6cVQUJS4lra2o11kWVhTT/f2s2R0/j5WvmcjHe3Tjw/mYD5B8KEXz\nZO6LcQGu39S/Nu5Tkf+rtOu1PjX6lhl8al6p0j7t+ynJ/NoA1ua5TYsymGev//17U/8teXNmbjl8\n6uu7PrKapX3DyKfmYWxIplWLpw19MvwgfLHvRKZX+0/+bW5FUbTf1qxdAK0M6LcB2/SE19D6/xdg\no7U9C90RTEPhIzWOCJEN+B0IT09HUiKRSCQSiUSSCZ3Jz5g/gD8B42+TlkgkEolEIkkH/5WhKdmZ\nTEFRFBvTKolEIpFIJBKJNrIzKZFIJBKJRJIR/EdGJuXnFCUSiUQikUgkH4wcmZRIJBKJRCLJAP4r\nayblyKREIpFIJBKJ5IORnUmJRCKRSCSSDOBz+AKOEKKGECJUCPFICDEmPX4LIcyEEEFCiPbp0cvO\npEQikUgkEsn/Q4QQeYFfgFFAYcBXCFEvHVH7Aa8URVmXnnTkmkmJRCKRSCSSDOAzWDPZALivKMoO\nACGEP9AGOGgoghCiCDAOqJ7eROTIpEQikUgkEsn/TwoDl7W27wMlTcTxBxKA6UKImSmjm0aRI5P/\ngkz/GCZgZpa59wOfw7eQ+Qy+P1vN4svMdiHTv439d8SRTE0foFDxhpntAubZsme2C5lO4j+vM9sF\nxGfQQh+2Lp6p6W8g87+RHhAXnNkuZC5Kxp+HQohuQDetoGWKoixL+W8GxGntSwCsjdhyBRoC04Ez\nQB9gF+BtzAfZmZRIJBKJRCL5HyWl47jMwO6ngPZohwWQZMRcdeCCoigjAIQQQcATIUR+RVH+NhRJ\ndiYlEolEIpFIMoDPYM3kGWCA1rY7EGlErwIitLZfoe58PjeWiFwzKZFIJBKJRPL/EEVRrgMxQogZ\nQohawGhgg5EohwBvIURRIYQA/IAziqIYXbsiO5MSiUQikUgkGYCSLDL8lw6+BxyAWcAiRVHWCyFa\nCiF2pPFXUe6gXie5G3gC1AE6mkpATnNLJBKJRCKR/D9FUZTHQPtUYYFAoAH9dmD7+6QhO5MSiUQi\nkUgkGcBnsGbykyCnuSUSiUQikUgkH4wcmZRIJBKJRCLJAJRP8J7JzwHZmZRIJBKJRCLJAOQ0t0Qi\nkUgkEolEYgLZmfxwavz++3GiIq8wcuQAk2Jv76oY0k+cOIyHD64RHHwM1yqV9MY/fGgLHdq30GxX\nrFiWzZuXcfDAJvr26Yy3twfXgo8REX6JESP6p8Mf4/qxYwczevRAnbBvv/masLBzvHh+n4MHN2Nn\nZ6PZ5+Ndleu/Hyc68gqj0lEexvSTJg7jjwfXuJaqPKpVrcL134/zKjGS80EHKFmyGD5GylV/vt//\nOAwb1pe/n4QSHXWV6KirLFk8AwBLy9ysWT2f8PuXmPabP9Wa+ujYK+lRlslH5zL7wnK+6dvMdJm0\nqcPcSytZFraJXosGk8MiJwDFXEqy5NYG5lxczpyLy5l0eI5RO55e7ly4fIjbd88xZFgfk+ka0zdu\nUp/tv6wmcOty6tStkSZuwDr/dKWRHsLuhdOkfc+PYquapysnz+/l2q2TDBxi2qYpfZlyJQkOPYG1\ndR6dcDt7G4JDTxiw6caZC/u5cfsUg4b0SocP+vV2djY8fHKdkLDTmp+5ufrcyJcvLzPnTGD3/vVM\nmjoCS6vc6bL5MX2o37AWV64f44+/b7BjTwC2tvk18by8PLh85Sj37l9g2PC+JtM3pLewMGfDxsX8\n/fQWEZGX6dK1XZq4OXLk4PKVo3h5eeiEe3t7EBz8K+Hhlxgxop9JH0zpx44dlKZt7Ny5DdeuHePe\nvQssXToTS0vDnzHM5VEOp6OLKH0hANu+LU36U2TtRMpcXk/pi2spfXEteZvXAiCrTV6KbJhMuds7\nKHVmFVZfVzVpSx9FPUoz+OjPjLqwiFp9m5jU5y2Yn5ZzetNt8xhqD2hKluzpm+D8HOpkZvCZvBoo\nw/lknUkhxHEhRA0j+1sKIeZ96nQ/kLzAL2PH/kTRYm7U8KlGXT0X2rdYW+dh29YV6NP/0KEFzZp+\nQyXnmrRu3Z2AgAVkzapbOfv17YKvb3XNdr58edm6ZQVr125h0ODxdO7clp2/BDB23AyKl/DAx6cq\ndesY92dL4HKDej+/Xgwe1EMnjqOjPfPmTaF7dz/sHcrz/NkLxo0drJO/MWN/okhK/r5OR3no078t\nj4rONWnVujtrU8rD3DwnG9YvZsLEWeT9oiTnz19hwfxpBsv1Yx4HF5fytG7Tg0KFnSlU2JkePYcC\nMH7cEF6+fEnxEu7M7jCJ5sPbU8K1NAAWVrnos3QIO2ZuYki1HpSqWpZyPvpvFACKVCxOg56Nmf3D\nZAa6dSWvwxfU7tgAgK/KF+XIqn0MdO3KQNeujKk70KAda2srNmxczKQJsyhbygtvbw9q1Tb8SVVj\n+uqebgwb0Y/xY2ewdHEAK1bOpmBBB03cBg1rU65caebNMfQVr/Rz8/Zd+g2fSEJi4r+2lSePFavW\n+zN98jwql6tJdS83fGt5frDezMyMOf6TmT55LnFx8Zrwwl86sn7LEuwdbNPatLYiYMMCpk6aQ6Wy\nvnh6u1OzlpdhH4zoKzqXY+/uw5R18tT8Xr58BcCKgLlERkTTr/cIbGy/YNzEIZ/UB4cCdsyYNZ7+\nfUZS4it3nj97wbBR6g6YtbUVmzYvZcKEmZR0qoaPd1Xq1PExmL4x/aTJw0lMSKREcXfatunJjBlj\ncHR00Ik/adIwSpUqnspmHgIDlzNu3ExKpLR1xn0wrvfz68WgVG1jxYplGTasDw0atKFkyWqYm+dk\n5syxeu1nscrFl0tH8XjmOkKrdSJ31fLk9nEx6A+AeZkihFbvTKhrB0JdOxC79VcACk7vy8vf73DT\npS2Pfwqg0M8DEDmyGbWVxrZVLtovHcTBmYFMq9aXolXL4uRT0aDeLGsWOq0ZTtjJa+wYsZwibqXx\n6tLQZDqfQ52UZCyfzcikoiiBiqKYHlL7PGgA3N+58wAqlYqFi1bRupXhO7r69WsSHh6FPn2rVk1Y\nuHAlT548JTT0DqG3wvD0dNfELVmyGH37duHAgV81YQUK2DF+wkz27z/KzZu3iYiI5tmz5+zadRCV\nSsWiRWto2eo7g/7Uq+dLeHiUXn2pUiVwcirGfP8VOnFy5MhBxx/78ttvZ3jxIoF9+4/w5ZeFNPm7\nr5W/BYtW0cpEeRjSt27VhAWpysPL0x1Ly9z07TeSbdv28PLlK3buPECp0iV07GTUcajsUpErV35P\nY69t26bMmbuMpKQknkT/Rdj5mxStqL6YVfB14UnUn1w5dJ4kVRK/BhzA41vDF3LVPyoW95pNVEg4\nCXEvuHnqd/IXVI/8FqlQnPBr9wzG1aZO3RpERESzZ/dhVCoVS5espXmLbz9InzevNX17j+D69VCO\nHTtNREQ0xYoXAcDKKjez5kzAb9A43rx5ky7fjLE28BeG9+/+r+0A1KrrTWTEA/bvOYJKpWLlsg18\n37zRB+t79vmRV69es3nDLzrxuvbswLiR0/XarF3Hh8iIaPal2FyxdJ1RH4zpnV3Kc/XK9TRxcuXO\nxekTQSyYt4KI8Gh2bNtHyZLF02XzY/mQI0d2enT149SJIBJeJHD44G8UKuwIwNdf+xIREcXuXYdQ\nqVQsXhJACyPnojH9+aDL9Os3itjYeM6cucCTJ091bmy8vaviW9OTixeDdWzqa+tatWps0AdjenXb\nWBR//5U6cVq3bkJg4C4ePnyMSqViw4YdVDEww2TpW4U3UY95dugcqJL4O2Aveb813LnNXsiOf57E\norxK+/GR+INnePxTAMkJL4nbd4oslhZkyWNp0JY+SvpWIibqL0IOXSRZlcTZgINU+raaQb2lTR7O\nrj3M1V9O83f4Y0IOXcSuuKPJdD6HOplZKErG/z4HPpvO5P8YhYHLbzfCw6NwcipqUFyokKNOZ0Rb\nX6iwI1e0Gunw+1GUdCoGQJYsWVi9ah4DBo7hyZOnGs2NG7fYuFH94noXlwq4uzsTFHRZy34kTiWK\nGfXn6tXrevW3bt2hW7fBvH6t20G4fz+SEyfOabYb1K/N6TMX1IWhJ38ljZSHMb2+8nByKsZff/3N\n3n1HNOENG9Tm4YNHBsvVUL7f9zjY2dlgb2/DqZN7+OvPEPbuWY+Dgx0AycnJ2Nh8AYAwM8OxVGHi\nn8QBkM8xP5HX72vsPYn6E/tiBQz6Fn0zgojr7zqMFWq6EHYxFIAilYrTbFhb5l9dzYQDP1OiSikj\neSxAcPANzXZEeBQlShT5IP3ePYe5dDGYLFmy0LRZIywtc3M+5TwbM24wFhYWdOnWnllzJlCggL3B\nNNLDtDF+lChm2M/3wbGgA78Hh2i2IyOiKVb8qw/SOxZ0YPDw3gCs3uBPc62btDHDp3H29EW9NgsW\ncuBaKpvFjRwHY3qXyhXo1LUtt+4Hcf7KIRo0qg1AwosEZv+8GAB7B1t69O7Itq17PqkPEeHRnDl1\nXhOnztc1CDqrPkdStzMR4VGUcEp/u6St37Jlt2Y0tnz50lhZWXL9urp+WFrmxn/BVLp2GajRGLIZ\nHh5FiRLG2whDenXb6JembdRuBwAqVizDn38+0Ws/m6MNL6/f1Wy/iXpMjmKGO2PmlZzIZpOXUudW\nU+bqBgpM6glZ1JfttyOUAFY1XXkd+QjVXzEGbenD2jE/D6+Ha7Zjov7Cxkg7Ff8ohnNrDwOQv4g9\nri1rcG3POYP6t3wOdVKSsRjtTAohbgshqgghxgkhzqWE/SGEKC+EWCOEeCSECBFC1NOKs0YI0U0I\nMUsI8UQI8WUqm1mEEFuEEPNThXcUQqxJFXZcCNFDCHFRCPFUCBGgta+qECJUCBEthFgmhLguhHAR\nQuQRQmwTQjwWQuwCLLXitBJC3EnJw14hRK6U8KtCiG+1dOeEEMYWj5gBcW83EhISyZNq3YaO2MyM\nuPhn6NObCTPi4t8N0yckJpLH2gqAkSP7Exwcwj6tTpQ2bds25eCBTTx69Bfh4VGa8MSEl1in2DDo\nT9yzdOtT4+tbHQ+PyixatFpjL95A/gylb0ivrzxS+1a6dAk6dGjOyVNB753u+x6HfPmsWbZsHdWq\nN6SAY0UiIx8wfdooAALWBrJm9XwGDerBoIBRWNvm5eqRiyn2BInPEjT2Xie+xsLSwqBv2ng2r0m2\nHNk4v/s0ZlnMuHc1jPldptPP+UcOLttN17n9EWb6q66ZmRnx2sc28SV58hg/F0zpp88YzZJlM1m+\nbB2vXr3G3t6WHzu1ZvfOA6xetQlLy9zsP7gxXXkzhPoTsB8HMzMznsU/12wnJrzEykQZGNL36d+F\n589esHrFRg7u+5Vxk4bQut336fIhXttmeo6DAf39exH06jqEUkU9GNR/LP6LpuusjXQqWYxDv27F\nwcGOvbsOZYoPAF4+Hri6O7Ni2ToAhJnQObcSEhLJY2TkLD16IQQ/zRjLrFmLSUx8CcDPP49n3dqt\nBGt1Pt7lSei0dQkJaduTf6MHdUe3efNvmT59ND/9NIaRI/uzYYP+j4cIYUaSVruQnPiaLJa5DBtX\nJfHXku3c8urC7RrdsahQgnzNauvazJEd++Ed+XOWsc8t60cIwctn75aWvEl8jXk62qli1crSc9sE\nXie84l7QTZP6z6FOZhZyzaSa80AZoBTwWAiRD8gB9AOyoR6h6whsFEJo3/KOAh4B5YForXABrASe\nKopieiW0msFAK6A4UF8I8Xb+YDYwFHAGWgIeiqJcAcYBWYCCwLyU/QghsqP+3mRLRVEKAG9493mh\njSk2EEIUBJyA/fqcEUJ0Gzp0aLdNmzb9mJysbhQsLMxJSkoymIGYp7FYa1UcbX1MTCzWed51gCzM\n1fsqu1SgWbNv8Bsy3qDdDRu2U7SYG9myZ6N6dTdNuLlFTtP+aDWQpvTa2Nh8wfLls+nZc6imI/f0\naazORcpUeRjTGyqPt+TMmZN1axcybvxM7t4Nf690P+Q4hIbeYdDgccTFxWumxuvW9QVgxIgpjBo9\nFVub/BRzduLQ8j28TlSPjLyIe4GF1buLRHbzHCQnm35HhH3RAjQf0Y7lA/1JTkomOSmZVX4LeXz/\nDwDO/XKSHObZKWBgaikmJlZzMwJgbp6TpGQjZZIO/ZDBE3Cr/DWD/HriUrkClatU5OnTWPr1HcXR\nIyfo3tWPL/LnQ2TNbjJ/n4LYmDistDoh5hY5STZyXhjTu3o4M3vGInZu30/gxp0smr+KBo3qmPQh\nJiZOpyNkbm7i3DSiHzF0MpdSpm/PnDrPvXsReFStotGG3b5HpbI1OHjgGPMXTcsUH/Lnz4f/oukM\n7Dta0wmIiYnTObfU9c1wHUiPfrBfT8zNczJn9lIAGn1TlyJFCzNr1mK9Np8+jdNp60z58L56gODg\nG3h7f8fLly9xd3chKuohgYG79GpVcc/IotUumJnnQDHSLsQfOMvfK3aCKomk+BfEbjuaZo1lgXFd\neXU7krjd7//QSWLcC8yt3nUes6Wznbp3NoSpHr2IfxRDg+GtTeo/hzopyVhMdSYvAKUBc+Au8C1w\nEWgMzFIU5R9FUS4Cp4H6WvGOKorys6IojxVF5y1L04EmwKn38HG2oij3FEWJBUIB65TwN6g7ttlQ\ndx7frhyoAaxRFEWlKMox4AaAoihvgNaApxBiPVATeDs3twloJIQwB5oC2xVFSbtIRW1n2YwZMxq1\nbt36qZmZulFwc3UmKvKBwQycPXcRT60nDLX1Z89exNPr3RpJNzdnoqIe0rRZI+ztbLh96yzRUVdp\n3vwbZs+ewNSpIyldugSVKpUF4MWLBHbvOqiz8PytDcP+XNJZl2lK/5bs2bOzadNSNm7cwb79R3Xy\n52Ugf4bKw5D+7NmLeKUqj0gt31aumE1oaBiLFq/5oHTf9zi4uTrrPNnt6Oigc0HesmU3hw4f5+WL\nRA6teDfFeOfSLZzcy2i2i1YqwdOHfxv0DdQP7fRdPowdMzcSeUM9RW5tl4/K9d75lT1ndizy5CbZ\nwAUuKOgy1aq7araruFYiOuoPg2ka03v7VNU8sR8eHsWF81cpU8YJlUrFg+g/UFIW6yiKwj///GP0\novgpuXD+Ch7V3nV0XCpX5EG04TIwpk9SJRGtdf69evVKZzTcoM2gK1St9q5cXapUMO6DAb2lVW5a\nttZd41eggB3JScnky5dX81CCoihs37KbMmVLflIfALJnz8aqtfPZGriLwwd/02iCzl2ievV3524V\n10pERxtuZ0zp69WvSc+eHWnXtpemDjZr2oiSJYtz7/4F7odfxMPDhY2bltC9RwcAzp27iKfnuxtt\ndb023Ea8r/4tISG3mTx5LnZ2NowaNc1gpz3xUii53Mtpti0qOfHmof4pcYA833iR5Yt3N7nZHPKD\nVj37ol0DcrmX48HQD3t2NfLSbYq4v1s2U7hSceKMtFPWBb7gqyrqcyzpnySu7T2HfanCJtP5HOpk\nZiFHJtWcByqj7riFoh4hvJCyL/WyT+1tQ53Fe4AnME0IYfjdCbrcNpDGDdSjkGeBPoqivB2rNwO0\nr2pJACkjp8GoO5+LgIUao4ryALiK+sGaZsB6Ez5dB2KmTRuFr68nI0b0Z9PmXwyKb9y4RWxMHPr0\nAWsDGdC/Gw0b1mFA/244ORXj8OHjjBw5FTv7cponiLdu3cOgQeMYOXIqhQsXZEvgCmxt85MjRw7c\n3F14+jSWqVNG4utbneHD+xn1JyTkFjExcenWv2XN6nk8i3/GuHEz9OZv+rRR1PT1ZOSI/mxMR3no\n069JKY9GqcoDYMb0MRQr9hVdu/mZLNePdRzs7G3w95+KnZ0NDg52jBzRn23b9ujYnTB+CNtnbuTN\ny3f3Hw9vR5EQ94Lmw9tRulp5GvVpyrmdJw36liVrFgasHknomeuc2PSuo56kUtFhSjcKly1Czlw5\naTqsLX/cidaMVKbmZkgYsTHxTJw0DJ8a1fAb2pstBkZJTOlr1fJi9txJZMuWDUdHB9zcnbl4MZig\nc5co/GVBnJ3LA9C2XVNePE+AZJXBdD4lt27eIS42njET/PD09mDgkB5s37r3g/RHD5+geavvyJo1\nK3nzWtOqXVNOnwwy6UPozTBiY+MYO3EIXj4eDPLrybYte95b/zLxFaPHDcbHV/2UcJ/+XVAU9U2A\noiisWD0XN3f1SFWTZo24cP7KJ/UBYPHyn3n27DlTJ83VsRcScpvY2DgmTx5OjRrVGDasD4GbdxpM\n35jepXIFVq6cS7u2vXj48JEmTseO/fiysAtFi7hStIgrQUFXaNO6B0uXrNXYjImJY4qmrevLZhM+\nvI9emx9/bEVkZDR79hw2qHl1O5KkuOfYD+9I7moVsO3Tkridxw3qLSqVxH5wO8wscmJerhh5m9cm\nbu9pAKxqu2E3qC0RXSaR/OJlunxMzePb0byMS6D+8DYUq1aWmn0ac3XnGYP6HLnM+WGFH/mL2CPM\nBBUaehB5OcxkOp9DnZRkLKY6k9cALyAMdWeyLurO5E5goBAiqxDCBagOHDJo5R3LFEW5jnoKeXQ6\nfUwz3CGEyAI0Qj21XURRlDVau08D7VLWZlYHKqSEuwCxgD/wBPUIqTYbUU/fFyR9I6ffO9jbMXPG\nWJYsDWDjxh00b/4tW7Ys1ytu3qILqfWgbrx+7NSfIX69aNiwDo0b/2DyLuvQod9YvmI9Fy8cIiTk\nJEFBl6jh2wR7B1t+mj6GpUvXsmnTLzRr9g2Bm/W/tqVlq25p9MYoV64UTZs2ompVVyLCLxEZcZkz\np981Bs1adMHe3o4Zqcpjq4Hy0KdPXR6NGtbhu5TysLKyZMCAbpQoXoS7Yed4EHWVB1FXaaanXD/m\ncdiz5zBHfz3JjesnOHtmH8HBNxg5aqrGXtOmjciSxYyz29NOMS3oMZM8tnlpOboDv60/RNDOU7g2\nqkbvJUPSaMvXcKZ45ZK4NqyqeZ9k7yVDeP70GevHrqDvsqHMOLOY/AVt8e86QzMqqI92bXpiZ2/D\n5KkjWLl8PVsCd/F904as37go3XqAaVPnkZCQQGjYGXbvXcfwoZO4fesu8fHP6dihL3PmTeJexAV6\n9elEh3Yf512TH4tO7ftha2/D+ClDWbNiE9u37OG7JvVZuW5+uvUA82YtJSYmlvPBhzlz+QBBZy+l\neYLUED+264udnQ0TJw9n9cpNbNuym8bf12f1ev9061UqFd27DGbajDHcuH0a31qetGrWhYQXCcTG\nxtG98yDmLphCSNhpihYtzDC/iZ/UhzJlS/Jt43q4ebhw4/YpQsJOc/i3bRp7bVr3wN7elmnTR7N8\n2Xo2b95J06aN2Lhpid709elB/UoeC4ucbNi4mPvhF7kffpGmTQ0/DaxNq1bdcXCwZfr00Sxduk7T\nNm7evDTdelPkymXB8OH98PObYFIb2WMq2Wzz4TC6M0/X7ydu53HyNPLkyyUj0mj/nLOBrDbWlLm0\njsLz/Phr/maeHTwLgN2ANphZ5KDYlumad1BauBh+OM8Qa3vMxsrWmkaj23Fu/RGu7jxNhUYetF+S\n9hVkf955wN7J6+i8biQjzy3kn8TXHJm7TY/VtHwOdTIz+K88zS2MXZRA/TAK6lG8vag7Y3bAS2AB\n6s5lLDBIUZSDKfo1wPFUHTyEEMeB8YqiHBdC2AIhQHVFUcJS9ncEaiiK0lFfHD029gJVU3z5C1io\nKMpKIcQXwGrAHfUIog3QH/XT19uBKsB91J3jrIqitE6xnRd4jHpaPW2t1kO27I6ZfhjNDDyI8alI\n+gymNj+HQf72BT7shcEfk+1/X83U9P+O0P+g2KekUHHT77zLaJL+K99PM0LiP3pXCX1SPoe26YK9\n4Xc2fgo2kN4JwIwjIC7YtCiDeRwXmmmXifCKdTK8n1Dk2pFMvwyafHW9oijaV0lth38woO9oILyG\n1v+/UHfytPevAdYYiqO9LYSoiNp3G9RT39WB3cBKRVGeol7bqY+6+gKFENlQP50djekpbolEIpFI\nJBKTfC5rGjOa9H0H6fMjHHiBuvMngHjA71/Y+x716OtWRVHSvl9CIpFIJBKJRKKX/8nOpKIoz1A/\nKPOx7AUCgR/LnkQikUgkEomi/DdGJuUXcCQSiUQikUgkH8z/5MikRCKRSCQSyefOf+V5PDkyKZFI\nJBKJRCL5YOTIpEQikUgkEkkGkCzXTEokEolEIpFIJMaRI5MSiUQikUgkGcB/5Wlu2ZmUSCQSiUQi\nyQD+Ky8tl9PcEolEIpFIJJIPRo5M/guyZsn84jP1bfWMxjpnrkxNHyD5M/jS/bYnVzLbhUwvh8/h\nu9jRd/dltgtULtc2U9MXn8HX6g+Wz5HZLlAmODqzXWAO2TM1/ayoMjV9gA7WlTLbhUzlM7g8tWTw\njQAAIABJREFUfRLkyKREIpFIJBKJ5IPJ/KE1iUQikUgkkv+HyDWTEolEIpFIJBKJCeTIpEQikUgk\nEkkGIF9aLpFIJBKJRCKRmECOTEokEolEIpFkAP+Vl5bLkUmJRCKRSCQSyQcjRyYlEolEIpFIMgD5\nnkmJRCKRSCQSicQEcmRSIpFIJBKJJAOQT3NLJBKJRCKRSCQmkJ3Jj4CXlwdXr/7K/fsXGT683wfr\nLSzM2bRpCTExt4mKukLXru104jk42HL//gW9Nr29PQgO/pXw8EuMGGHaB1P6sWMHMXr0QJ2wzp3b\ncO3aMe7du8DSpTOxtMyt2Vfd042zFw8QEnaawUN7mUw/PfpWbZqwa986zXb9hrU5fmY3N26fYs36\nBdjZ2aSxGXTpIDfvnMFvaO90+WBK37rt9+zev17vvp1719K67fc6YZ5e7ly8fJiwe0EMHdbHpA/G\n9I2b1GfHztVs2baCul/X0ITP859CZPQV7tw/z5375xk2vK9OPC8vdy5fOcJdPfv0YUzfpEkDftm1\nhq3bdX0AsHew5c69oDT2qnm6cvL8Xq7dOsnAIT1Npm9KX6ZcSYJDT2BtnUcn3M7ehuDQEybtvw9h\n98Jp0t60z+9LlWrO7Dy5iV+v7aHbwB/TFadEqWJs/0333Mtv+wXLt/pzKfIEhy79Qq0GPu/lwy8n\nN3L02m66DeyYrjjFSxVl22/rdMLy237Bsq3zuRh5nIOXdryXD9mdK2Kzfg22O7eR+4f2JvX5Zs/A\nds8v2O7aju2u7Zg3qAdA1q++JN+8Wdju3MYXyxaRrUzpdKVf3cudoMsHCb17Fr9h6Wgj0qFv3fZ7\n9hzYkK70AUp6lGXK0XnMubCCb/o2M6mv0aYO8y6tYnnYZnot8iOHRU4AiruUZOmtjcy9uIK5F1cw\n+fDcdPvg5FGGiUfnMPPCMhr2bWpS792mNrMurWBx2CZ6LBqs8eEt5Wo4M/HoHLJk+7DJzqIepRl8\n9GdGX1hErb5NTOrzFsxPqzm96b55DHUGNCVL9s93klVRRIb/PgcyvTMphKghhDj+CdNrKYSY97Hs\nWVtbERi4jPHjZ+LkVBUfn6rUqWO4cTWmnzJlBAkJiRQr5kbr1j2YOXMsBQs6APDll4XYsWMNDg52\nemzmITBwOePGzaRECY90+GBc7+fXi0GDeujEqVixLMOG9aFBgzaULFkNc/OczJw5FoA81lYEbFjI\nlIlzqFimBp5e7tSs7WUw/fToHQs6MPWn0ZptOzsbZs2bSI8ugylX0ouI8CgWL/9Zx+a6jYuYPHE2\nFUr74OntTi0TPpjSOxZ0YJqWD9r06NURb5+qOmHW1lZs2LSEiRNmUaakJ14+HtSu423QB2P66p5u\nDB/Zj3FjZ7Bk8RqWr5xDwYIFAKjkXI5aNZtSoqg7JYq689N0fx2bGzcvZcKEnynlVB1vb9M+GNJ7\nerozYmQ/xo75icWLAli5aq7Ghy+/LMj2HavSnI958lixar0/0yfPo3K5mlT3csO3lqfB9E3pzczM\nmOM/memT5xIXF68JL/ylI+u3LMHewdag7ffl5u279Bs+kYTExI9mE8AyjyVzV03Hf/oSvq7cGLfq\nLlT39TAap3R5J+YF/IRFbgud8HGzRnAj+CbeZeozb8piJs0bQ/Yc2dPlw5xV01gwfSn1KjfBtXpl\nqvm6G41TyqAPwwkJDsWnTAPmTVnMxHmj0+WDsMxN3qmTeL5sJX81bUl2l0rkcHc1GidrieL81awV\nf33XlL++a8rL/QcBsB47ipcHDvFX42a8CFhHvlkzEOY5jdrKY23F+o2LmDxhNuVLeePl7UGt2obr\nRnr0BQs6MH3GGJN5f4uFVS76Lh3Kjpkb8avWndJVy1HOp5JBfZGKxWnQswmzf5jEALcu5HP4gtod\nGwDwZfmiHFm1jwGuXRjg2oXRdQek24deS4fwy8xNDK/Wk1JVy1HWiA9fVSxO/Z5NmPfDFPzcupLX\nIR+1OtbX7M+RKyftpnRjw5gVJP2jSmdJvMPcKhcdlg7i0MxAplbrS7GqZXHyqWhQb5Y1C53WDCfs\n5DW2j1hOEbfSeHdp+N7pSj4un7QzKYSoJIRo/CnTTI2iKIGKovRPHf6hvtWrV5Pw8Ch27TqISqVi\n8eI1tGz53Qfpg4Iu07fvSGJj4zlz5gJPnjzVXLz79u3E0KETDdj01bG5aNEaWrUynBVj+lKlSuDk\nVBR//5U6cVq3bkJg4C4ePnyMSqViw4YdVKmiboDq1PUhMiKafXsOo1KpWL50PU2bf2Mw/fToFyye\nzr69RzTb3/wfe+cdVsXR9uF7Dr1bEBHUKAj2giAqoiKWqDGxG2s0vnaNJfZu7DVq7DWiYm+x99h7\nxYIVECxEI1WKCuz3B3gA4RSNBt/3m/u6zqUz+5tnnrOzZ5h9Zma3SX1OnTjHncD7AKxbu5WK7mUz\n2PQhJCSM3Tvf2Vyjwwfd+gWLp7E7gw/vcHF1okevjhw6cCxTfr2vaxESEsqunQdISkpiyaLVtGz1\nnUYftOlz587FT72GcyMgkKNHThESEopzsSIYGxtTqKADDx+EaLW5849Um4sX+9GqlebrUZs+dx4b\nevcalubDSUJCQilWrAgAvft0ZtiQCVns1a5Xg0chj9m76xBJSUmsWOpPs5aNNNavS9+zz48kJr5m\ng//2TOW69vyBsSOmarT7MazeuJ1h/bp/UpsA1WtX5fGjpxzZe5ykpGTWrdhCw2b1tJZp360100Zl\njTQd3vMncyctIj4ungM7j2BpZYFNLusP9mH9is06fejQrTXTs/XhmNqHgzuP6u2DSZUqJD99RuKJ\nk5CcTNzW7ZjWraNRb+BQgJSXEfD6daZ8Q6eiqPLkIWH/QQBenz6LkvQWg8KFtdZf773f/NLFq2nR\nSnMfoY9+wZLp7N51UNdXV1OuVkVehP7F5QPnSU5K5rDfXqp8p/mmN+ltEgt7zeLRrWDiol5x6+R1\nbAum3kAVLVeM4OsP9K77HWVrufF36HOuHrhAclIyR/32Ufk7zTd8yW+TWNxrFqFpPtw+GUDeguk3\ncc2HtefBxUDunr31wb4AlKhVgYjQ59w8cJGUpGRO++3H7TsvjXqrfDacXX2QK9tP8XdwODcPXMSu\nmONH1f1voCif//Ml8G9HJisAOTqY1MJH+VawoANXr95Qp4ODQ3F1dfoo/caNf5CQkAhA2bIlsba2\nIiDgNgCDBv3CyZNZpxQBChVyzGLTxUWzD9r0d+7cp1u3Qbx+/SZTmZSUFPLly6tOly9fir/+egGA\nY0EHrl9L70gehYRRzKWoxvp16bv36khkZDQb/Ldlqt/WNr3+suVK8vz53+p0wUIFuH7tpjodEhym\n9Rzo0vfo1YmoyGjWr92aqZyBgQELl0xn6OAJvPg74j2bDly7msFmiPZ20KbfvesgFy9ew8DAgOYt\nGmFtZcX5c5cpX74URsbGBNw6zqPHV/nd7zcsLS3UNgq9ZzM4OAwXLdejNv2unek+tGjRCCsrS86d\nuwzAkMHjOXnyfBZ7jgULEPBe2zqnDUCzQ5vesWABBg5LnVr83X8eLVunD4pHD5vCmVMXNdr9GKaM\nHoSLs+br9mMp4GjP7YA76vTjR08o4qx94DPyp/Hcv5N1oPDHhj3q/1ev40VYyGNe/PV3Ft372Dvm\n53bA3Qw+PNXTh4d6+PBELx8M8tvx9u49dTr56TMMCxfSqDcqWQJV3jzYbdtE/j07sB7YHwxUoCip\nUUgTEwBU+WxRWVmTEhGh0Rak/d4y/OYfBWvvp3Tpe/TqRGRkNOsy9FO6yOtoS8iNIHX6Rehf2Ds7\naNSH3Q4h5EZ6G5T3defexUAAnCq40GJoe+ZdXcUv+2bh4lFCLx/yONry6D0f8uvwIaO+rG9F7qf5\nUKR8MWq2q4tVXht6LBxIOd+KevmQkVyOtjy5EaxOR4Q+J58Wf6KfRXBmdeoA3raoPZ7f+3B919kP\nrlfyadE6mBRC3BVCeAghxgohzqblPRVCVBJC+AshngkhHgghvstQpp8Q4lGazk8IoRJC5BNChANz\nge+FEOFCiDXv1fVLmr0QIUTVtDxTIcR8IcTjtE/XDPpxaWVGpB2rmZafWwixJ62OUCFEm/fq6SSE\nWJUhrdM3rSdQpSI6OkadjouLx8ZG8126PnohBDNmjGXmzEXExyfo4YMgKiqzzVxaIgUfqgfYtGkn\nLVt+x9Spo5g2bTQjRvTD33+r2l7G7xQfH4+NjZXW+jXpi7k40aV7Bwb2H5OpzL49hylbviRz5k9i\n+Oj+TJs5lo3rd6TbFCqio2Mz2bTOpcUHLXoXVye6du/AgH5Zp68GDenFjYBADuw7mo3N975XXIL2\na0EP/bTpo1mybCbLlq4hMfE1xibGLFm0Ck/3epRwqYq5uRkDfk6PpqlUqkxtG6/H9ahLP33GGJYu\nn8XSJak+aEOlUhGT8bzGJWCto35N+j79uhAb84rfl69j/54jjJ0wmDbtm2ky9Y8R4vOsPVKpBLEx\nr9TphPhErKwttZTQjYmpCQNG9WbBtGV6+qAiNib9PCfEJ3wCH4zpP6oXC6Yt1UsvVIKU2PTzoCQk\noMpwI5SF5GTi/NfzvGUbnrfugFGJ4pg1qE9ScAhJj0LJM3MaFu3bkHfOLN5cu07KC+0DWpVKEJOx\n34vX8fvUondxdaJbjx8Y0Df7ZTCaEEJFfEycOv06/jXmVlrOQQaqt/TF0MSI8ztPojJQ8fDqPeZ2\nmcJPbp3Yv3Qn3eb0R6h0x4f+iQ/VWtbCyMSYCztPAfBtv5aEP3zKcf+D3Dl7k27zB1DCq4xettL9\nESTEpC8teRP/GjMrcy0lUinmVZpeW37hdVwiD8/d/qA6/01SFPHZP18Cuq6880ApoAQQLoTIA5gA\nfYAgoBDQGlglhLAUQtgDbYBqacdKAfUURXmhKIo90A/YqCiKvaIoGVdfVwEMAEdgGTA0LX84YAEU\nA7yBqUKIIhnKdQbypJU/k5bXCTAHCgCNAM3zjIAevmVCCNFNCHFJCHEpKekVERGRmTokc3MzkpNT\nNNanj37QoF6YmZnw66+Ltbmu5uXLqEyDQV0+fKge4Nq1m9So0ZiEhAQqV65IaOgTNm78A4DIiKhM\n38nMTLs9TXoDAwMWLp3OkJ/HERkRlanMs6d/UbtGMx6HPcWtYllSlBSWLUkf80dERGUawJqZmZGi\ntR2y17+LPA7+eWwWHyq4laFJs4aMGj5Zi80M38vcjOTkZB0+aNcPGjiOShXr8fOgnri7l+P0qQtM\nnDCbhIREEhISWbl8HbUzrHeNiIjM1LZm5makaPVBt37gz2Nxd6vLoEG9cPfQvJYJUtvWOuN5NTfV\nWr82faUqbvw6fSE7tu5l47odLPxtJQ0b1dVa/5dIVGRMpoGbqZkJySnaf2+6GDqhPw/uPmTvdv2m\nWKMjo7GyTj/Ppmam/9iHIRMG8OBuEPu2Z10Kkh0p0TGoMmzaE6amKFp+o4nHThC3YTMkJ6PExpKw\n7wAmlT0BiOg/iMTjJzB0dMTwq8K8+t1PZ/0REVFYZ+z3dJwDTXoDAwMWLZ3BoAFZ+whdvIqKxdw6\nfeBmbGZCih7tYO/kQMvhHVg24DdSklNISU5hxaD5hAc9BeDs9uOYmBnjoMd0b1wWH4z18iG/kwPN\nh7dnxYB56r61mEdxNk/y48r+8xxbc4AzW47h9rX2tbjvEx/1CjPr9MGjkZ7n5MGZW0yq0ovoZxE0\nHNZGp17yedE1mLwAlATMgAekDswuAt8APYDHwG7ACHBSFCUc6EjqgHIjUAaw18OPCGCsoigppA4K\nc6XlfwM0BkKAc6Q+FzPjbc89RVEGKYryWFGUt2l5Z4HSwDSgCKmDy0+GoihLFUXxUBTFw9DQkrNn\nL+Ht7ak+XqlSBUJDn2gsr0vfoIEvPXt2ol27XloHIpltXsxk09PTjdDQx59M/45bt+4yceIc8ufP\nx8iRU9T+nT93harV0hfSu3uUJyzsqUY7mvSuxZ1xcXFi/uJp3Lp/mlX+86lU2Y0rN1KjgKGPHjNz\n2gLMTE2ZNX1hpojW+XOXM9n0qFSeMC3toEnvWtwZV1dnFiyZTuCDM6z2X4BnZTeu3fyTxk0bYGdn\ny+WAIwQ+OEPTZg2ZMm0UY8cPBlLXvFarln5ePTzKExam2Qdt+ho1q5LfPnW3enBwKBfOX6Fk6eLU\nrlM901Sbg6N9psHaubOZbVaqVIFQbT5o0dd8z4fzF65QqpSrRlsAF85foYqXhzpd0b08j7VcC9r0\nyUnJmdowMTExUyT3v4VrFwJwr+KmTperWJpnj8M/2t73nZrhXsWNMf0n6V3m6oUA3Kukb7Io+w99\naNWpGe5VKjD2A3x4c+MmxuXLqdNGpUqS/NdfGvWmtWuhypVLnTbIZwtpgwwlPp74LdtIfvmSxBOn\neHM9QGf9589dxitjv1OpAo919BHZ6YuXcMbF1ZmFS6dz5+FZ1qT1EddvHdPpw4NLdyheuZQ67VTB\nhZdPXmgtY25tQd9lw9g6Yx2PbqZON+fKnwf3+umbuIxNjTG3sdR6A53uw11cKqfvftfXh97LhrB9\nxnpCb6ZPeScnJfN3WHrZN4lvSMgQ9dSHkEt3KVo5fYq+cIViRD7RHGXO5ZCXIh7FU+t/m8z13Wcp\nUEL7ko2cRO7mTuU84A68AQJJjUK+ezZN3bQonj2pUchAIYQXcBx4BUwBNuvpxwNFUd79RXx/OWnn\n9+o5nOHYyfcNKYpyDigLXAbaAxeEEAZ6+vHB3Lp1l8jIaCZNGo6PTzWGDfuJDRt2fJTe3b0cK1fO\noX37njx+/OyDfIiIiGLSpBHUqqWfDx+iz8iPP7bm0aMwdmVYdB54+x6RkVGMHT+Y6jWr8vPgnmzd\ntFOjDU36wNv3KFqwIqVdqlHapRqd2vXh4vmrVCzrqy5bq7Y3+ezysmKpfxabUZHRjJswhBo1qzJw\ncC826/AhO33g7Xt85ehGyWJelCzmxQ/tenPh/FUqlKnFL2Nm4PxVJfWx7dv2MnzoRH4ZMwOA27fu\nEhkZxfiJQ6np48XgoX3YlBa9zQ5t+tp1ajB7zgSMjIxwdCyAZ+WKXLxwFVdXZyZPGYmNjRXOzkXo\n1ftHtm1LX8N269ZdIiKjmDBxGD4+XgwZ2oeNGzT7oE1fu04N5sydqPahsmeqD9q4c/s+UZHRjP5l\nEN41qjBgcA+2bt79UfrDB4/TsnVjDA0NyZ07F63bN+fUiezXDX/J3L/zkOioGAaM7k1lbw+6DujE\nnq0HPsqWTz1veg3uSt+Og4l7pf+u8wd3goiOiqH/6F54ervTdUAn9m7Vf+NIRmrW86bX4C706zjk\ng3xICgomJSYGq57dMXaviGXH9iQePKxRb1SqJFbd/oMwM8WwuCtmDRuQePSY+rgqlw3mjb8jZqF+\nMzi3b90jKiKaXyYMoYZPVQYN6cXmjZr7CE3627fu8ZVDBUo4V6WEc1U6pPUR5Uv76PTh8d1Q4qJi\naTmsAyW9yvJtnxac25Hlz5gaA0MDBvw+gtunAzi+Pj0CnJyURMdJ3ShcuiimFqa0GNqeJ/fD1JFK\nbTy5G0pc1CuaD2tPCa8yfNOnOed1+PDT78O5c/oGJ9dnbq8bf17Bu1Vq/5zHwZZKjbwIPHMjOzMa\nCb8bRnxUHA2HtaWYV2lq92nC1R2nNepNLMzotHwQtkXtESpBuW+qEHL5nkZ9TiOnuVO5DlQH7pE6\nmKxH6mByL9BbCGEghHAGwgAHoGqabimpg8L356ReAEUBhBA2Qoh3z5PQdDu1F+iatnbSNs22hwYt\naXbHAIOBLcAgoBygefGcbt900rp1d+zt7Zg6dSRLl65hw4bttGjRiA0bluitBxg8uDfm5mb4+y8i\nOPgiwcEXadFC807Y920WKGDH1KmjWLJkDevXb6dFi2+1+vC+XhcWFuYMG9aXQYN+yXKsU7s+5Le3\nY/ykYaxcvo7NG3fSpFlDVq2dn62t7PS6EEIwbsIQRg2fQlJS1kdQ/NC2N/nz52PC5OGsSLPZtFlD\n/PwXZGsvO/0/pV3bntjb2zFpygiWL1vLxg1/0Kz5N6xdt0hvPcCUSXOIi4vnzv3T7NqzlqGDx3P3\nzgOWLlnDixcvuX33NNt3+rF1y24WLViVyWbbNj2wt7dj8tSRLFu6ho0bdtC8+TesW5+9D9npASZP\nmkPcq3ju3T/D7r3+DBn8C3ey2RTyPp079MXOPh/jJg1h1fL1bN20i8ZNG7BizW966wHmzlpCREQk\n568d5PTlfZw7cynLru7/FgZ0HoatXV4GjvuJjau2sWfrAb5uXJtfV0z5IDs9B3XBzNyM33cs4mjA\nbo4G7Ka8R1ndBYGfOw8nn50tA8f9xKZMPmS/bEOzD//BzNyMlTsWciRgF0cCdlHeQ791cpEjx6DK\nmwfrPj2J3/4HCQcPY+pbi9yTsvYpr1asQpU7N3Y7t5F77Ehe+a0h8fgJ9XHLzp1I2Luf5Meao4vv\n06FtL/Lb2zFx8nBWLPNn08Y/aNq8IavXZd9HZKf/p8zrMYNcdrlpPaojf67dz9kdJ/Bs5EWfxYOz\naMv6uFHMvQSe33ipnyfZZ/FgYl/GsGbMcvouHcqM04uxLZiPeV2noei5tXdRj5nY2OWm1aiOHFt7\ngPM7TuLRyIueiwdl0ZbxcaOYe3E8vvFi5sVlzLy4TK3b8Mvv2NjlYsb5JYzcOZWjfvs+alf36h6/\nYmWXi0aj2nN27SGu7jhF+UZV6LB4QBbtX/cfs2viGrqsGcHIswt4E/+aQ3O2fHCdkk+L0HXxpW28\nWUDqdHYkkB9IAhYCNYB4Uqeo/YUQjsA2Utc4BpAaobypKMrwNFuGwFrAh9TBZjlSp6THKYrik6bx\neZcWQpgCv5I6vZ4MzFUU5dc03TgARVHGveevHeBHakQ1CVigKMqkDMc7AT6KonR6r1wW3xRF0Rr7\nNzP7Ksc35evbeXwuLI21P9vt3yDlC3g2QlKKfksSPic5fR6+hGsh7MEe3aLPjHuZdjlavyDnIxX7\ni5nktAuUuhaW0y7QxFb7GuPPjWHOP0qa3F/AW5unh6zPsR/FOYdmn71jrvJ0W47/6HW2sqIoGZ/M\nnNHh1tlonwAaV98qipKUTbljpA7g3mnUaUVREoFeaZ/3bY3TUMdzoEF2x9KOrwJW6embRCKRSCQS\niUQLOX/LIJFIJBKJRPI/yJeypvFzk/MxcIlEIpFIJBLJfy0yMimRSCQSiUTyGfhSHt3zuZGRSYlE\nIpFIJBLJRyMjkxKJRCKRSCSfgX/2nqn/HmRkUiKRSCQSiUTy0cjIpEQikUgkEslnQPkCnvv6byAj\nkxKJRCKRSCSSj0ZGJiUSiUQikUg+Ayk5/4K2fwUZmZRIJBKJRCKRfDQyMvkPqJDHKaddoJGhQ47W\nPzvyYo7WD1A7T6mcdoF9LwJy2gUSk97kaP1mRsY5Wj/k/HuxAS7f9M9ZB5Lf5mz9gGf5zjntAmVs\nvsppFxhuFpej9X8Jzzi0dYnPaRdylBS5ZlIikUgkEolEItGOjExKJBKJRCKRfAbkbm6JRCKRSCQS\niUQHMjIpkUgkEolE8hmQb8CRSCQSiUQikUh0ICOTEolEIpFIJJ+B/y9rJuVgUiKRSCQSieQzIKe5\nJRKJRCKRSCQSHcjIpEQikUgkEslnQEYmJRKJRCKRSCQSHcjB5CfGrWp51h9bxa4rW/ixfwe9yjiX\nKMrawysy5ZX1KM2xB/vZfXUru69uxf/o73r7ULhKSbofmU6/i/Px7ttEp96moC3fzelJ+w0jqd6/\nGQbG6QHriu1r09Z/OM2X9MfBrZhGG9W8PTlzcR+37p1i4JBeOuvUR9+6bVP+2LMmU5mzl/YT+PAs\n23b6Ufirghrtl6pShtlH5rP04u8079tKpz912n7N8st+rL+/hYGLhmJqbgpALrvcjFk3nnX3trDo\nzHI861fRaqd69cpcvnKIB0HnGTrsJ531atKbm5vhv24hL14GEvLoEl26pr8m8MfObQi8c4rI6Ps8\n//s2Y8YM1FlPzRpVuRFwjLBHVxg5on+mYxPGD+Xp4+tcv3aUSh4V1PmOjgU4fHAzz54EsH7dYszM\nTDOVq1O7Ogf2bVCnLa0suHXvFPeCz/Ps5S3CI27z7OUtWrVurNU3L29PTl/Yy827J/l5cPq1kD9/\nPp68uMGte6fUn3c+5MmTmxmzf2Hn3rVMmDwcK2tLjfY9vNzYcWI9R67votuAH3WeKwCXEs5s/XNt\npjxbu7ws2zyPS4+Oc+DSdmo3rKmXrQ/l3sNgmnbo+cntXrh6g2/b98KnSUcW+23QqV/st4H633el\ndvPOzFz4O2/fpr6m8WFIKJ37jcSnSUdadxtIwO27evvg7uXG1hP+HLz+B10HdNKrTLESTmz6c3WW\n/JYdm7B40xxmrphM2Yql9bJVoWp51hxbyY4rm+jYv71eZZxKFGXV4WXZHqvi68maYysxNNJ/ks+s\nUjm+2r0UpxPryNOzrU694/JJOJ3egNOJdTidWId107pZNHl7tyf/ZN39gNoHz7IU2bME5xP+5O3Z\nRqe+4IpJOJ/ZgPNJf5xP+mPdLBsf+rTDfsrPetVvWKYCNgtXk9tvG2bf/6Cf00JgPWMhxrXqZco2\nadAYqwmzsBw+AcPiOf9q3fdREJ/98yUgB5OfECsbS6Yun8DiaSto4vk9Fb0qUMWnktYyrmVcmLZy\nIuaW5pnyi5d1ZePyLTRya04jt+a089Xvj6CptTktlg7g2IxNzKvaj6+qlsKpZjmNepWhAa39hhB0\n/AZ7h6+gcOUSVO7SEICyzatT6tuq7B+9isDd52i9ajCGplnfv2yTyxo//wVMGj+b8qV88K5eGd86\n1TXWqY/esWABJk8blSlv/uJp/NjhJ0o6V+XsmYtMmzkmW/sW1hYMXjqc9TPW0rNqF8pULUuFmm4a\n/SlW3oWmvZozqeMvdK30I3ns89Lgx0YA9Jjam4fXH9DZrQP+01bTe2Y/jEyMsrWTK5c07xt8AAAg\nAElEQVQ16zYs4ZdfZlLCtRo1alShTt0aGuvVpp8wcRhxcQm4FqtCu7a9mDZ9NI6OBShXvhRDhvbB\n2saKzp36sXfPYTp0bKmjHhu2bF7O6DHTKOrsiU9NL76u5wNAxx9a0aL5t5R386V1m+6s9puPoWHq\nH8Y1fvO4HnAbh4LluXfvIaNHDVDbrFunRprWQJ33KjYOL8+GCJWgS6f+lHLxIikpmdevNb8zPPVa\nmM/kCbOpULoW3jUq41s79Voo71aG3TsPUtrVW/1JSEgEYLnfHB6FhNG393Dy2eVl7PjB2dq3srFi\nzsqpzJu6mK/dm+BZrSLVamm/IShZ1pW5ftOy/CbHzhrOzWu3qVGqAXMnLWLC3NEYm3za95HfvvuA\nvsPGExf/ad9nHB37iv4jJ9O3a3sObVnBhSs3OHX+skb9kZPnOHryPBuXz2bXmgXcDLzHinVbURSF\noRNm0bhBbY7t8KNHx+/pPmgc8fEJOn2wsrHi15WTWTB1KQ3dm+FRrSJetSprLVOirCuz/aZi8V5b\nfNuqAV83qcOU4b9yaOcR5vnPxNTMRKstSxtLJi//hWXTVtLcsw1uXhXw1KN/nrJyfJZrAcDMwoxB\nU/vz64jfSHqbpNXOO1TWljjMG83LuX4E+XbA3LMc5t7uWsuYlHAmuHZHgmq0JahGW2K2H8p8vLQL\nebq31qv+dz44zhvN33P8eOj7A2aV9fHBiSDfjjys3o6H1dsRs+09H8q4kFdPH4SFJVYjJ5KwZhmR\nnVtiVNYNo4qeOsuZftsc3r7hzZ8H0+v1/RqTGr7ELZ7Dm1N/YjV2Gphovw4kn4f/icGkEKK/ECJX\nTvtR1bcKT0OfcXzfSZKTktmycjv1mtbRWqZ1txbMGTs/S36pCiW4fV3/O/53OPtWICr0OXf3XyIl\nKZlLqw5SurGXRr1FPhsurz7Eze2niAgO5+6BS9i6OAKgMlSxd9hyIoKecXvXORRFwdIu62muW68m\nj0LC2LPrIElJSSxbspbmLb/VWKc++vmLprJnd3qHlSdPbkzNTLkTeB+A43+eoWAhh2ztu/l68Dw0\nnAv7z5GclMy+VXvwbqw5ipT0NolZPacTfDOIV1GxBJy6hl1BOwDO7TuL/7TVJMYlcGb3KcytzLG0\nscrWTr2vaxESEsrOPw6QlJTE4sV+tGqlOSqnTX/u3GX69R1JZGQ0p09f4MWLlxQsWIDWrZsScP0W\nQUGP2L59L+vWbePtm7da62nQwJeg4FB27NhHUlIS8xeupHXrpgC0ad2U+QtW8OLFSwID7xN45x7V\nvSvj4GBPtWqejJ8wC0VRmD1nKd+3So9y9+7dmcFDx2epq07dd217iJ69f2Tv7kPU/dpHo28Z9UlJ\nSSxfsoZmLVMH8m4Vy3L1yo0sZSwsLTh1/Bzz5y4nJDiMbVv2ULx49lHz6rWr8vjRU47sPU5SUjLr\nVmyhYbN62Wrf0b5ba6aNmpMl//CeP5k7aRHxcfEc2HkESysLbHJZa7X1oazeuJ1h/bp/UpsAJ89e\noqCDPXVremFkaEjb5o3Yc/iERv2uA3/S4tuvsbGyxNzcjPq+1bkReJ/7QY/4+2UUjev7AuBTzRMj\nQ0OCw57o9ME7rS2OprXFhhVbaJBNhCsj7bp9z4xRc7PkGxgYMH7gNB49DOXAH0dQFAVbO1uttqr6\nVuZp6DNO7DtFclIyW1dup25TX61lWnVrztyxC7M91nNkV66fv8HVM9e02siIRY1KvH0czqtDpyEp\nmSj/nVg3qqVRb1TQnuS/I1ESX2d7XBgbYT91ELF7j32ED2dSfVi7C+tGPv/IhwJTBhKzRz8fjDyq\nkBL+lDdnT0JyMom7t2FSU/vfSVV+e8zadCJu0ezMBwwMeDVvBilPwnhz8igoCqrcefXy498iRXz+\nz5fA/8RgEugP5Phg0t7RjjsB99TpJ6HPKOxUSGuZ8X2n8CAwKEt+qQol6DWiK/tv7mD1oeWUq1RG\nLx9sHGwJvxGsTkeGPievUwGN+thnEVzySx205SlqT4VWPtzedRaA6xuPExEcjoGxIZ7/qU9EcDhR\noc+z2HAs6MD1a7fU6UchYRRzKaqxTl367r06EhkZzQb/beq8iIhIEhMSadKsIZZWFvzYpQ2HDx7P\n1r6tgy1BNx6q03+FhuPg5KjRn5DbwQTdeKBOV/T1IPDCbQCObT6SKT/80TMin0dka6dQIQeuXb2p\nTgcHh+Hi6qSxXm36zZt2qqNwZcqWxNraihs3AklJScG+QH51uXLlShEe/kJrPYULOXLlSkCGekIp\nnqYvVNiRKxkGbMFBobi6OlO4kCMPgx4RHR0DQFRUNFZWFupp5iZNO/E47GmWugoWKsD1a7ewtLKg\nddtmrFjmr/VaeKd/R8ZroaJ7OTp3bcedoHOcv3KAho1S/+DEvYrj15mLALAvYEeP3p3YsnlXtvYL\nONpzO+COOv340ROKOBfW6A/AyJ/Gc//Ogyz5f2zYo/5/9TpehIU85sVff2u19aFMGT0IF2fN5+tj\nefb8BaWKO6vTBR3sCQnVPABUqQQRUVHq9J0HQdjmyY1KpSIhMZGEtIFF+PO/iY6NJW9u3d1vAcf8\nBAak3yA/efSUr3S0xeifJnD/zsMs+TvW7yY0KAwjYyPadfue0KAwHj/SPqDN72jH3Qz981M9+ueJ\nfacSlE3/XLJCcRp3+JbctrmZsHQsXnW0R7vfYVjAjsRb99XpN2HPMCqiebmOabniGNjmpuifa3A+\nuwm7Mb3BIP3Ptu3AzsSduEj8uet61Q9g5JCPxFvp1/fbsGcYF9Xtg9OxNRQ7tzF7H05eIv68fj6o\n8uUn6UF6OySHP0XlqL0dLLr3Q0lMwLxjd8x/7IGwSF3W8vrQXlKePgZDI0wbtyT56WNSwrP2S5LP\nz3/1YFIIMU0IEQ4UAi4KIcKFEOWFELmFEP5CiGdCiAdCiO/S9MeEEBuFEE+FEL8KIS4IIYKFEHmE\nECFCiMVCiDAhxB0hhM8H+6MSvIp5pU4nxidgaWPxwd/LwEDFzSu3GdxpJPXLNGHd4o2Mmz8SlUp3\ncwmVIDEmfYrsbfxrTK2zTtG8T5Fqpflh61jexCfy6GxgpmPNFval9oi2nFu8O9uyKpVQDzoA4uPj\nsdEQvdOlL+biRJfuHRjYP+sU9sxpCxg/aRjrNy+jkmdFli7Ouo4q1b6KuJg4dfp1fCIW1vq1Q61W\ntTE2MebUzsxRG2MTY9oP68jGWeu0fC8VUVEZvldcPDY2miNX+uiFEEyfPppfZy0mPj6BzZt3UrZs\nCcqVK82UqSMZNrwvO3bs01lPxvMdFxePTS6b1GNCRVR0dPqx+Hhy5bJObaOo6Ex24uMTtdaTXlcs\n7dq3YO/uQ7x4/rcevsVmqCNBrQ96GEKvroMp4VSFn/uNYd7CqZnWRroWd+bAkc0UKJCf3X8c0GBf\nEJvhN5kQn6h1faU+mJiaMGBUbxZMy34d3T9BiM8TZkhJUbCyTP8NmJuaEPsqTqP+u/q1WbFuG/NX\n+DN2+ny27j7Ed1/XwrlIIZy+KkTPweNYvnYLXX8ejUf5MtjriApCat+UuS0SsLLW3E/ow4xlE+k/\npherFvjrVf+rDP1CYnwiljYfdy38+PMPhD4I4481u7hy+hrjFo3C3VvzUpqMPqTEpvugJCRioOV6\nVJKSiVy+ieC6nQiu3xnTMsWxbpoaWTfzLIdZpXK8nOP3Yc4LFSkZ2iFFlw/JyUQs30xQnU4Eff0f\nTMu6YpO2btOscjnMPcvy92z9fRAqgRKXXr/yOhGVheb6DVxKYFzJizd/HiTxwC4MvnLCatTkTBqr\nYb9g/mMPEreu19uPf4sUxGf/fAn8Vw8mFUUZqiiKPRAGVFIUxV5RlOvAHCCI1EFma2CVEOLd1RoI\n9AA6Ag2ASOBd2E8FFAaGABuEEJl3HOggJjIGyww/ShMzU1KSP/zBAMnJKUwcMI3Qh2EA7N96CFMz\nU4q4aL+LB0iIfJVp8GhkZkxKiqKzXMjpW/xWuQ8xT1/iOzzz2pfNXX5lVdNxNJrZHav8ubOUjYyI\nyjRgMDMzI1nL99akNzAwYOHS6Qz5eRyREVGZyhT+qiD/6dqOShXq8G39tgz4aSTbd/ll+8c3NjI2\n0+DR2MyElBTd7eDg5Ej74Z2Y1392lnb7cVwXwu6FcuoPzVODERGR5Mow7WlmbkZKcvI/0g8c1BNT\nM1Nm/7oEgOvXbvHrrMUYGKrwrFyR0NAnHPvztNZ6Xr6MzHS+zc3NSE7TR0REksvGJv2YWeqxlxGR\n6gFnejlTdTnN3ykKGxsr2v3QgnX+29LaVts5iMp045FRP3zIRC5dTJ1CPH3yPA8fhlClqodae+/u\nQyqU9mH/vqP8tnBKtvajImMyDR5NzUxI1uNa0MbQCf15cPche7cf1C3+QshlY5Vp8Jjw+rXWm1Mf\nr0osnfkLb5OSuHojEE+3sriXL40QgmW/jqdOTS9CnzwjOPQJPTvpt1YuOktbmJKSov160kX/jkPp\n2Kg7v8wdST577QPa1P45vV8w/cj+GaCMRxnmj1/M8b0n2e73B/s2HaR6fW+d5ZKjYlBZpfsgTE1R\ntPw+Xh08ReSqbZCUTEr0K6J3HMLC2x2VhTn5x/UlfOgMlLSNUfqSHBWDKkM7qExNULSch1cHThH5\ne7oPMdsPYVHdA5WFOfbjfuLZ0Jkf5ENKTIw6sgggTExQtPwmjUqW4e3d28SvXsbbi2d59eskjMqU\nR1in90+xE0cQPbg3Fv2Hocqj+8ZG8un5rx5MauEbUgeMj4HdgBHwbh7wBBAD3FIU5WXa/9+dhwVK\nKjvT8oq/b1gI0U0IcUkIcemvuMzh9ICLN3Grkr7ZpbRbScIf//XBzuezt8WnYfqGChNTE6xsrLQO\n0N4RdukehTxLqNMOFYoR80TzVJy1Q14KergCkPI2mdu7z2FXInXQ6lrXHaO0Re3PAoKIDntBHues\nU+bnz12harX0hezuHuUJy2YKVJfetbgzLi5OzF88jVv3T7PKfz6VKrtx5cZR3D3K8+TJM/VmjosX\nrlLMxYl8+bKuj7l7KZCSnum7O10quPLiSdbp+YxYWFswZNkI1k9fQ9DNzNNq9To0oKRnaRYO/k2r\njXNnL1OtWvpC8kqVKhCqZS2ZLn39Br706NmRDu16ZxqQbd+2F3NzM+zsbBkzeioV3ctprefM2YtU\nr54+DedZyY3QR49Tj525SPXq6ZsgPD3deBT6hPv3g7G0MMfBwR6AYsWKYmxszMuXkVrPwYVzV/Cp\nVQ1TM1OuX71JRY9y2U6HZ9RX9Uq/Ft7prawt+b5N5icRODjkJyU5hTx5clOrduofbkVR2LppJ6VK\nZ/mpAnDtQgDuVdIjRuUqlubZ43Ct30Eb33dqhnsVN8b0n/TRNnICtzIluXw9fTnBjdv3cLDPp71M\n2ZJ0btucv19G8HPPTup8Swtz2rf4lnx5c+PrXRmPCvotwbl2IYCKVdKfFlCmYqmPbgufr73VT1y4\nfe0OT0Of6Vy+cOPiLcpn6J9LuZX4qP4ZIDk5mfCwdN9fJ77ONCuliYQrtzH3KKtOm5UvTtJTzX2T\nVcOaGORJHzQZ5beFlBTMKpXBwDY3BVdMxunEOvKN6IFVgxoUXDNTtw9Xb2Pmkd5mpuVL8Pap5vPw\nvg+G9rYoyclqHwqtmITzSX/s0nwotHaG1vqTAm9iVCa9HQxdS5HyQks7JCeT8jz9XCtv3qAkJ6HE\nx2NUuRqYpF4HyffvkPLXM1QFtU+Z/9so/8LnS+B/dTAJUDctUmlPaoTy3dxtynv/ZiTj+RBAlltG\nRVGWKorioSiKR36LzBtAHt4JJiYqht4ju+PhXZFO/dpzYPvhD3Y86W0SQ6YOwLV0McwtzOg5vCvB\n90LUkUptvLgbRmL0K3yHt6FItdJ4/9SEmztOa9QbW5jSasVA8hS1R6gEJRtVIexS6nqW0o298B3R\nBoTArmRhrAva8tfNkCw2Am/fIzIyirHjB1O9ZlV+HtyTrZt2aqxTkz7w9j2KFqxIaZdqlHapRqd2\nfbh4/ioVy/oS9DCEql6VqFnLC9fizoybOJTwZ39lO7gJvfuIV9GvaD+8I2WqlaP5T604uSP79ZUA\nBoYGDF81hhtnAji8PnO0yaOOJ9//3JZpXSaR8Er7jtVbt+4SERnFhInD8PHxYsjQPmzc8MdH6Su6\nl2P5itl0aNebJ0+eZSlnZGiIoYEBr2LjdNZz8+YdIiOimDplJL61vBkxvB/rNmwHYNXqjfTv141G\n39Slf79uuLo6c/DgMVJSUlizdjPLl87Cq6oH8+ZOYuOmP3RGeANv30NlYEBs7Cuq16zCz4N6smVT\n9usZ3+kjI6MYM35wJn1CfCKjxg6kZi0vzMxM6dOvC4qSujFJURSW/z4Hz8oVAWjaohEXzl/J1v79\nOw+JjophwOjeVPb2oOuATuzZmv2UuC586nnTa3BX+nYcTNyrT7vb+nPj6lwEaysrZi36nXOXr7Nk\n9Sa+qav70UYr123Ft3oVSr+3wSkiKppNf+xnYE/9njIB8OBOEDFRMfQb3QtPb3e6DujE3q0fF92t\n36we/Uf3QgiBa6liFCiYnzs372stE3QnmJioWHqO7Ia7txs/9GvPoe1HtJbRxNkj5/mmdX0A7Bzs\n8P3Oh8unruos9+Z+CMnRsdgO+g9mVSqQp0cbYnb/qVFvWq44eft1RJibYlKqGNZN6xK77wRxxy7w\n0LO5eof3i8mLid13gscdBun24V4IKdGx5BvUGfMqFcjbozWxu7T7YNs/zYfSxbBpWpfY/SeJO3aB\nB5VaqHd4P0/zIax99k9WeEfyoyBSYmMx79QDw3IVMfu+A6+PHdKof3PlAkaly6PKnxrIMGv6PUmB\nNyHpLSY162DxYw8QAoMizqjs7El+qP06kHwe/lcGky9IizwKIfIBe4HeQggDIYQzqdPg2W/9zUwf\nkUpT4C3wwVflsC5jyJs/Dz+N6ck2vz84sO0wtb+rxZRlv+htI/JlFLNGzmXa7xPZfn4DBQrZM7Tz\nKBRFv3uQLd3nYGmXizoj23F5zSFubj9NyUZVaL6kfxbt3/efcHiCP23WDOOnc/N4G/+ak3O2AnBg\nrB82jrb0v7SA72b3ZFvPuZnWY2akU7s+5Le3Y/ykYaxcvo7NG3fSpFlDVq3NulNdk14b16/dYvbM\nRfy2YArHz+ykRs2qdOk0QOMU6szuU8htl5uOI3/kwJp9nNx+HK9G3gxaMiyL1s3HneLuJfD6phrL\nLq5i2cVVal3LAa0xNTdh/KbJ6mOu7iWy2HhH2zY9sLe3Y/LUkSxbuoaNG3bQvPk3rFu/SG89wKBB\nPTE3N2XtuoU8DL7Aw+ALNG/+DQAWFuaYmply8+adTOVatvyOzZuyX8fXolUX7O3zM336GBYv8WPd\nutTNTbdu3eXHzv0YPKgXjb6pS+MmHdXrK8eOm8mly9f57bfJPAp9zKDB+l3D4U/DiY+LZ/zEYfy+\nYj1bNu2kSbMG/L52Xrb6H9v/RP78+TLpk5KS6N5lIFOmj+bm3VPUqu1N6xZdiHsVR2RkFN3/8zNz\n5k/i1r1TODkVZuigrDvL3zGg8zBs7fIycNxPbFy1jT1bD/B149r8uiL7qXFN9BzUBTNzM37fsYij\nAbs5GrCb8hmiTF86cycO58XLSGYsWEnrJg35tl4t9h05Sb+Rk7PVP/vrBdv3HqZ/t6zPAVy4cj1N\nGtbmKw1PVNDEwM4jsLXLy8/jfmLTqm3s3XqQeo1rM3NF9j5oYtrIXylQ0J7DN3YxYf5oBncZRWyG\ntbeaGNVlLHnz56H3mB5s99vJwW2H8f3Oh4nLxn1Q/b+NmU9eu7xsv7yR5fsWsm3lDr13dT/tOwHD\nfHnIN6QrUet3E7vrKJYNalDgt9FZtC/nrcUwb26cT26gwMxhvFy8PnUn+D/kyU8TMciXh3xDuxC1\nfg8xu/7EqkENHH4blUX7ct5aDPLmotip9TjMHMrLRet5dfCf+RA7eTSqPHmx+E8vEvfu4M2xQxh7\n18Jy+IQs2pRnT4hbMger0ZPJ7f8HRhU8eDUn9bcbt2QuKrv85F69HcufRxI7ZUym9ZhfAin/wudL\nQOg7QPmSEULUARYBedL+/RVYCNQA4oGxiqL4CyGOAePSio1TFMUnQ94qYAfQLK1MN0VRNC+QA6o6\n1srxk9fI8MM680/N7MiLOVo/QK3cJXPaBfa9CNAt+swkJml+nuO/QW6zf7ax5VNQwCxPTrvA5Zu6\nN4N8VpI/bA3d58CzfOecdgFLgw9a8v5ZWGGd/TNp/y0UJec3Z9i65HwUP++u4zl2IrbZt/3s44Rm\n4etyvKH/J97NrSjKYcDlvewsq8IVRfHJkPTJmJe2kWOOoihZw3cSiUQikUgkH0jKZ3pCw5fG/8o0\nt0QikUgkEokkB/ifiEx+ChRFKZLTPkgkEolEIvnfIcfXwv1LyMikRCKRSCQSieSjkZFJiUQikUgk\nks/Al7Lb+nMjI5MSiUQikUgkko9GRiYlEolEIpFIPgMp/z82c8vIpEQikUgkEonk45GDSYlEIpFI\nJJLPQAris390IYTwEUIECiGeCSGyvmpJc7l8QojnQogiurRyMCmRSCQSiUTyGVD+hY82hBC5ge3A\nSKAwUEsIUV9P95cC+fQRysGkRCKRSCQSyf8mDYEgRVG2KYryFpgHtNVVSAjRCbABQvWpRG7A+Qeo\n9Agvf24MctiHlC/g3e6GX0A7qL6AV2blvAc5j/gSzsIX8G5sDHL2ndCGKoMcrR/AXGWc0y6Q04+s\nFiLn+2fx/zxk9QVswCkMXM6QDgKKaysghCgMjAOqAyf1qeT/eTNLJBLJ/xg5PJCUSCT/LkKIbkKI\nSxk+3TIcVgFRGdJxQC4ttgSwChiuKEqYvj7IyKREIpFIJBLJZ+DfeGi5oihLSV3fmB0vga8ypM2B\nZC3m+gHPFEVZ/yE+yMikRCKRSCQSyf8mp4EaGdKVgUda9K2AekKIcCFEOFAIuCiEaKytEhmZlEgk\nEolEIvkM5PSqVUVRbgghIoQQ04EDwChSd3Zr0ntlTAshQgAfRVFCtNUjI5MSiUQikUgk/7s0AwoA\ns4CFiqKsFUJ8L4TY9qkqkJFJiUQikUgkks/AF7CbG0VRwoEO7+VtBDbqUbaIPnXIyKREIpFIJBKJ\n5KORkUmJRCKRSCSSz8C/sZv7S0BGJiUSiUQikUgkH42MTEokEolEIpF8BmRkUiKRSCQSiUQi0YEc\nTH5i3KqWx//Y7/xxZTOd+rfXq4xTiaKsPrw8U14Zj9IcfbCPnVe3sPPqFtYeXam3D4WrlKTLkWn0\nuTgfr75NdOptCtrSaE5P2m4YiXf/ZhgYZw1Ye/dvxjczu2VTOpVq3p6cu7Sf2/dPM2hIb5116qNv\n064ZO/euzZL/y8Sh/LZgslb7JauUYeaReSy8uJKmfVvp9Kd223osvryKNfc303/REEzMTdXH6rSv\nzwj/XxiwZCjF3Fy12vGuXpmLlw9y7+E5hgzto7NebfomTRuwbcfvbNqynHpf+6jz8+TNzey5E9l3\nYANTpo3i669rcfHyQUIfXWHEiP4666xRoyoBAcey1Y8fP5Qnj69z7dpRKnlUAKBUKVfCQq9m+iTE\nP8LbuzIqlYqIl3cJC73KrXunuHXvFC2/b8zpC3u5efckPw/updMfL2/PbPX58+fjyYsbaru37p3C\nzCy1XRp8U5srN47y9O+bbNvlh52drUb7Hl5ubD+xjsPXd9JtQCed/gAUK+HElj/XZMqztcvL0s2/\ncfHRMfZf2kbthjX1sgVw4eoNvm3fC58mHVnst0GnfrHfBup/35XazTszc+HvvH2b+r7vhyGhdO43\nEp8mHWndbSABt+/q7YO+3HsYTNMOPT+53YpVK7Dp+Br2Xd3Of/r/oFcZ5xJOrD+ySuPxrgN/ZOzs\n4Xr7UK5KWZYdXcK6S/607ddGrzJFShRh8aGFmfLy5M/DrK0zWX/Zn6WHF+PmXUFvH8wqleOr3Utx\nOrGOPD3b6tQ7Lp+E0+kNOJ1Yh9OJdVg3rZtFk7d3e/JPHvhf44NhmQrYzF9Nrt+3YdpKv2sBIbCe\nvhBjn3qZsk3qN8Zq/Cwsh03AwLWUfrb+RRTx+T9fAnIw+QmxsrFk8vLxLJ22kmaerano5UZln0pa\ny7iWcWHqygmYW5pnyi9R1pVNy7fynVsLvnNrQXvfznr5YGJtTrOl/TkxYzMLq/bjq6olKVqznEa9\nytCAln6DCT4ewL7hKyhUuTiVujTIpLEvW5Sqfb7TaMMmlzVr1i1k4vhfKVeyJt41KlO7TvV/pHcs\nWIAp00ZlKVu+Qmm+b9OEcWNmaLRvYW3Bz0uHsXGGPz9V7UrpqmUoX9NNo965vAvf9WrO1I7j6Vmp\nM3ns81L/x0YA1GheC69vvfl99BLO7T7N0FWjMTY1ztZOrlzW+K9fzPhfZlGquDfVa1ahTt0a2Wp1\n6at5ezJsRF/GjpnO4kWrWLZiNgULOgDgt2YeISGh9OoxBEfHAqxdv4jxv8zCydkTn5pe1Kvno6VO\nG7ZsXs6YMdOy6Dv+0IoWzb+lgpsvbdp0x89vPoaGhty+fY9Chd3UH59aTQkJCePChauUKuXKrVt3\nKVTYjdKu3nh5NmTy9JFMnjCbCqVr4V2jMr61tV8Lfv7zs9WXdyvD7p0HKe3qrf4kJCRSwCE/02eN\no1+fEbgUqUxszCuGjuybrX0rGytmr5zC/KlLqO/elErV3PGqVVmjP5D625vrNy3Lb3LsrGHcuhZI\nzVINmTtpEePnjsLYJPtrISPRsa/oP3Iyfbu259CWFVy4coNT5y9r1B85eY6jJ8+zcflsdq1ZwM3A\ne6xYtxVFURg6YRaNG9Tm2A4/enT8nu6DxhEfn6DTB325ffcBfYeNJy4+/pPZhNS+ccaKSSyauoxG\nlVrg7lWRqj6eWssUL+vKrN8nY25plu3xkuWK07lvh2yPZYeljSVjlo1m1XQ/Ovrjt6kAACAASURB\nVFT5gfJVy+Hh4661TLEyzoxbPgYzi8zXQrdRXTi6/Sht3Nsxf9QCRi4agaGR7lVjKmtLHOaN5uVc\nP4J8O2DuWQ5zb+0+mJRwJrh2R4JqtCWoRltith/KfLy0C3m6t9ZZ95fig7CwxHL4ROLXLiOqS0uM\nyrph5Kb9WgAwadQc5c0b3hw7qM4zrvU1xtV9iVsyhzen/8RqzDQwNtHLD8mn5b96MCmEqCCE0B16\n+5eo6luZp6HPOL7vJMlJyWxZuZ26TWtrLfN9txbMHbsgS36JCsUJvP7hUQdn3wpEhT7n3v5LpCQl\nc3nVIUo3rqpRb5HPhiurD3Nr+2kig8O5d+ASti6O6uMGJkZ882t3Anee1Wijbj0fQkLC2L3zIElJ\nSSxbsobmLb/9R/oFi6exe3fmDsvAwIDfFkxh8oTZRLyM1Gi/gq87z0P/4uL+cyQnJbN/1R68Gmse\n1CW9TWJuz+mE3AziVVQsN05dJ19BOyB1sL102EKeBT3l7K5TKIpCLrs82dqp93UtQkJC2bXzAElJ\nSSxZtJqWrTQPwrXpc+fOxU+9hnMjIJCjR04REhKKc7EiWFpacOLYWebOXkpwcCihoY95+/at2saC\nhStp07qpxjobNPAlODiUHTv2ZdG3bt2UBQtW8OLFSwID7xN45x7e3lkHXmPHDmLS5Dm8efMGD/fy\nXLp0TX2sTt2aPAoJY8+uQyQlJbF8yRqatWyk0R9tereKZbl65UaWMiYmxvToOoiTx88R9yqOg/v/\npFBhxyw6gOq1q/L40VOO7D1OUlIy61dspmGzetlq39GhW2umj5qTJf/wnmPMnbSI+Lh4Du48iqWV\nBTa5rLXaAjh59hIFHeypW9MLI0ND2jZvxJ7DJzTqdx34kxbffo2NlSXm5mbU963OjcD73A96xN8v\no2hc3xcAn2qeGBkaEhz2RKcP+rJ643aG9ev+yey9o5pvVZ6EPuXPfSdITkpm08qtfN20jtYybbu2\nZNaY37I9ZmxizLi5Iziw47DePlSqVYnw0HBO7z9DclIyf6zaRa3GPlrLNO3SlEXjlmTJL1qyKDfO\n3wQg4NwNTMxMs9x8ZIdFjUq8fRzOq0OnISmZKP+dWDeqpVFvVNCe5L8jURJfZ3tcGBthP3UQsXuP\n6az7S/HByKMKKeFPeXvuJCQnk7hnG8Y1tV8LKjt7zFp3Im7J7MwHDAyIWzCDlCdhvDl5FBQFVZ68\nevnxb5HyL3y+BP6rB5NABeCLGUzmd7TjbsA9dfpp6FMKOxXSWmZC3yk8DAzKkl+qQgl6jOjC3pvb\nWXVoGeUqldHLB2uHvITfCFano0Kfk8epgEZ97LMIrvilDtpyF7WnXCsfAnedUx/3Gfo9Qceu8+jM\nbY02ChYqwPVrN9XpkOAwXFycPlrfo1cnoiKjWb92a6ZyPXt3okTJYtSuU4P5i6dRokSxbO3bOuQj\n+MZDdfp56F84OGU/2AB4dDuYoAx6N1937lxI/b7HNh4mPPgphsaGNPjPtzwLfsrz0HAN38uBa1cz\nfK+QUB3nQbN+966DXLx4DQMDA5q3aIS1lRXnz13m1as4ZkxPvfkoUCA/jb6tR8D19LYJDg7F1VVz\nnYUKOXLlSkC2+kKFHbmSYfAWHBRKcVfnTOWLFi1MZc+KrFuX+uKESpXcaNSoHk+fBHD15p9816Q+\n16/dUusfhYRRzKWolnNQQKO+ons5Ondtx52gc5y/coCGjVL/4IQEh3H65Hl1mbpf+3DuTPaRPnvH\n/NwOSL8pe/zoKUWcC2v0B2DkT+O5f+dhlvw/NuxR/796HS/CQp7w4q+/tdoCePb8BaWKp5/Hgg72\nhIRqHgCqVIKIqCh1+s6DIGzz5EalUpGQmEhC2h/18Od/Ex0bS97cuXT6oC9TRg/CxVlze30s9o52\n3MnQDk9Cn/KVjnYY23cSD7LpGwH6jOjOmT/Pc+n0Fb19sHPMx/0bD9Tp8EfPKOhcUGuZGf1nEnIn\nOEv+/YAHNGzXAFNzU77t2IjgwCBiImN0+mBYwI7EW/fV6TdhzzAqotkH03LFMbDNTdE/1+B8dhN2\nY3qDQfqfbduBnYk7cZH4c9d11v2l+KCyzU/Sw/S/kynhTzFw1P530rxbP0hMwPyH7ph16oGwsEz1\n/fBeUp4+BkMjTL5rScrTx6SEP9XLD8mn5b9iMCmE6CeEeCSEeCqE8BNC5E97Aflc4Pu0F5KvyaBv\nKoQIFEK8EEJsFEJYCiF8hBA3hRDHhBD3hBBT044PFkJ0EkIcFUKcFUL8JYRYIYTQPX/1vp8qFa9i\nXqnTCfGJWNlYfvD3NTBQcevKbYZ2GkXDMk1Zv3gTY+ePRKXS3VxCJUiMSZ+iehP/GhNrC53lvqpW\nmg5bx/AmPpHQs4EAFK5aksJVSnJixmatZVVCRXR0rDodHx+PdS6rj9K7uDrRtXsHBvQbnamMkZER\nAwb24NDB46xZvZmoyCj2HFhPnry5s9gXKkF8TJw6/To+EXM9zgGAT6vaGJkYc2Zn5shR/4VDaDei\nE7sWb9fyvQTR0el/UOLjErCx0Ry50kc/bfpoliybybKla0jMEBkoXqIYR49vw9raihs3AtX5cXHx\n2OSy0VynSkVUhjoz6lVCRVR0dPqx+Pgskbc+vf/DkqWrSUlJvR9+Fv4X/QeMxsGxHG1bdadWbW8E\n6Yt44uN1nAPV+9dCuj7oYQi9ug6mhFMVfu43hnkLp2Jlnfn3VL1mFSpVdmP50szrGzPaj41Jt58Q\nn5DFxodiYmpM/1G9WDBtqV76lBQFK8v068/c1ITYV3Ea9d/Vr82KdduYv8KfsdPns3X3Ib77uhbO\nRQrh9FUheg4ex/K1W+j682g8ypfBXst60Q9FiM+zAEuoVMR+gr4RwN3LDXevCiycuuyDyqne658T\n/4+9s47LIusC8DOgkoIBiLEGFiaNgKhgrO3qGmt34RrYYmB3rF0Y2LF2rNi6tmA3BoKtKx26vjDf\nHyAhvIGK8H3fffy9P5mZc885c+e+d86ce++8cR8w+Mq28OeKHbg1q8XkdZPoOLgjvrPWaVRO0pJI\niEq59nLcB7RV+CAr4glbtZ2gel0JatAd3crlMWqRmFnXc6yKnkNV3s/XzHaO8UFLQo5JuQ7yhw/J\nwWFGaJexJI+DCx9PHeHj4f1ol7DAcEzaOfOGIyei37Uvcbu3aO7HD0JkJnMIkiSZA+2A6sBPQEXA\nRpZlc2AQsE2WZXNZljslyZcH5gMNgWIknuPnVQaFgZZANPAB6JEkB+AIdAVKApZAhqtCJEnqLUlS\ngCRJAa9j0j4BRYZFYpjqS6mrp0t8fHymzzk+PoGpg2cR8vgZAId3HkVHT4cSZVU/yQPEhUWja5Qy\n3JJbLw9ygvrmFnzuDourDSDqZShuXr+Rx1CP+lO7c2DwMuL/VagsGxoajrFxSvCop6dHQrxym8rk\ntbW1WbpiFsOHjCcsNDxNmfKWZTAw1Mej93COHTnNWK/pvHnzLsNh2OiwqDTBo46eTnLwo4rCFkVo\n79WFpZ7z0/k/p+c0vFuMxGPOQPIXyniYO/G8UgInPX09lddfE/lhQyfgYPszQ4Z5YGeXMvf1wf1H\nVCzvys0bd2jUKGUqhb46m+/DyJfKZmr50NAw8hmnBKL6eml15c6dm7Ztm7Nx447kfVOm/MHBg4mZ\n7Xt3Awl88JhylilZOD09Teogb4byXiOmEOCfOIR+7swlHj9+ipOzfbKsiUkBFi2dweABY4lMFZCm\nJiIsgrxGKfp19XSJ16AtqGLE5ME8evCEQ1/MG1NGPuO8aYLHuI8fVT4Yurk4sHLORD4pFFy7dQ9H\nmyrYWVVCkiR85k2ibi0XQl68IijkBR5dNZ8rl50kXofUfaMO8Sr6CGUYGOrjNXMo3gOm8unfT5kq\n+2X/rKOro7KfUoYkSXgtHsngFkMZ3noEfet5MGTOYIqUVD4C9Jn48Ei08qb0TZKuLrKK70f0kbOE\n+e4CRTwJEdFE7DmKgasdWgb6FJowkNcjZyN/ylw9ZLcPclRkmuBR0tEBFd/JXBUqowi8S9wGHz4F\nXCBm3lRyV7JCypvSV0VPHU3kiN8xGDgKqcD3e7gSaE6ODyaTflOyC4kB5TagMmCuokg9wAy4CAQD\ntZPKANyRZfk9EAn8nfT/5zo4KsvyA1mW44BNQIaT7GRZXinLsr0sy/bmBkXSHLvpfxtrp5QbfkWb\nCrx+/iYTZ5uIibkJbo1SFi3o6OqQ1zivRh3fi4BAfnK0TN4uYl2aiBfKh+KMihSkmH3iCuWET/Hc\nO3ARM8vi/ORYHgNTY37bOIr+/oupM74Tlk2d6PDnuHQ6Ll28gnP1lIVG9g5WPFMxjKdMvlz50pQr\nV5olK2Zx79F51m9agmM1G67fPkm8QkF4eGTa7EbchzSZvc88CLiPpWPKqr4y1uX458Vbpf5A4qKd\noT6j2TprI0G3U4Y47eo5oqOXOKH7yc1HvH32liKlMx4yv3jxCtWrp0wkt7e34pmK+Wyq5GvWcqaQ\nuSmQOBR9+dJVKlQqT4GC+ZMXK8myzNq1WzAvbJasw9HBhpDg50ptnr/gj2sNpwzlz5/3x7VGSnDu\n6GhDSKrr2KCBO3fuPODt28T2pKWlRd8+XdLo19bWolSpEsnbtvZVef5M+bDT5YtXcXZxSCef18iQ\n39qlncFSpEih5O9Anjy5WbN+IX9u28sRv5NK9V+7fBM7p5SVtlVsK/HqecbTFDShTddfsXOyZrzn\nVI3L2FSuwJUbKUP5t+4GUiTp2iotU6UC3du35J/3oQzx6Jq839BAn46tmmJaMD+1Xathb63Z9Jfs\n5ob/bWycrJK3K9tU5PVXXAcbJysKmhZgyda5+F3fzdBJA6nbrDYrdy9SW/ZOwF2qVEupL0sbS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RFw+fJWcqv+TBvYeEh0cwesJgqtesxoChvdnz50GldtXJ2zlaEx4WzosMAq56Dd05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\nhmEYhmEYxm7z/wL1r1HWjJGZAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 792x648 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "#独热图\n",
    "plt.subplots(figsize=(11, 9))\n",
    "sns.heatmap(data_corr,annot=True)\n",
    "\n",
    "# Mask unimportant features\n",
    "sns.heatmap(data_corr, mask=data_corr < 2, cbar=False)\n",
    "\n",
    "plt.savefig('day_coor.png' )\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "weathersit and temp = 0.99\n",
      "casual and registered = 0.95\n",
      "instant and season = 0.87\n",
      "dteday and yr = 0.83\n",
      "windspeed and registered = 0.67\n",
      "instant and casual = 0.66\n",
      "temp and registered = 0.63\n",
      "instant and registered = 0.63\n",
      "weathersit and registered = 0.63\n",
      "season and casual = 0.59\n",
      "workingday and atemp = 0.59\n",
      "season and registered = 0.57\n",
      "temp and casual = 0.54\n",
      "temp and windspeed = 0.54\n",
      "weathersit and windspeed = 0.54\n",
      "weathersit and casual = 0.54\n",
      "weekday and windspeed = 0.52\n"
     ]
    }
   ],
   "source": [
    "#设置阈值只选择高度相关的属性\n",
    "threshold = 0.5\n",
    "# 成对与以上阈值相关的列表 \n",
    "corr_list = []\n",
    "#size = data.shape[1]\n",
    "size = data_corr.shape[0]\n",
    "\n",
    "#搜索高相关对 \n",
    "for i in range(0, size): #特性的数量\n",
    "    for j in range(i+1,size): #避免重复\n",
    "        if (data_corr.iloc[i,j] >= threshold and data_corr.iloc[i,j] < 1) or (data_corr.iloc[i,j] < 0 and data_corr.iloc[i,j] <= -threshold):\n",
    "            corr_list.append([data_corr.iloc[i,j],i,j]) #存储相关性和列索引 \n",
    "#首先显示高级的     \n",
    "s_corr_list = sorted(corr_list,key=lambda x: -abs(x[0]))\n",
    "#打印相关性和列名 \n",
    "for v,i,j in s_corr_list:\n",
    "    print (\"%s and %s = %.2f\" % (cols[i],cols[j],v))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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w3Tl3Sb9jvwXcA7wBbANucc49EERQvu/o6EyVlKUumDqOofWJIN5OpER3KstD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\nRERCoYQjIiKhUMIREZFQKOGIiEgo/n+s/jnNikN9GwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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QwgE8D2wC/hl4AlgBbBZCXAT8OLx/L/B/hRBvSilbUViSzeROPdLs/l8fZGHTeGrLndRX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\nnJ1GwWm6kQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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LRPwO8FPAL1dXmiRpJenpLLVW2BxPcwvnbzLzYDVlSZJWml4u3vmkiLiN5tUFTgD+X0R4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\nZPr/HOGwAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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tkQKgLZECoC2RAqAtkQKgLZECoC2RAqAtkQKgLZECoC2RAqAtkQKgLZECoC2RAqAtkQKg\nLZECoC2RAqAtkQKgLZECoC2RAqAtkQKgLZECoC2RAqAtkQKgLZECoC2RAqAtkQKgLZECoC2RAqAt\nkQKgLZECoC2RAqAtkQKgLZECoK3JI1VVV1fVPVX1QFXdtNXzATh7LUy5eFVtT3J7kp9M8ptJ7qyq\nT48x7tiK+U/Xyspq/vTJfalKVlcPfX1u7tjjzR6zjnWOfHxgdWT/6siB1ZELt83nORefn7m5CnDI\npJFKck2SPWOM3UlSVbckuT7JsaJzsvM3bWVlNV/5+hOZn0tWVpMxRpJk23xlZf/Rx5s9Zh3rHDl3\n38pqHv7Gvvydj3wm9z/yRC7bfmH+9ZuXcsXznilUMGPqSC0muXtmvCfJFVs4f9Me+sa3sm9l5PyF\nuexfOfTP3vmqY443e8w61jny8ZcfeTI3fexzuf+RJ5Ik9z/yRP76B5Zz+9tenR3PPD/AmqkjNZfk\n0Znx40ku2Yr5VXVDkhuSZHFx8aQ3tv/AauYqOTBGZv/hutF4s8esY50jH1903vxTgTro/keeyL6V\nAwEOmfrGiYdzeGQuSrLR38ITnj/G2DXGWBpjLO3YseOkN7Ztfi6rY+1ft6sjT/3aaLzZY9axzpGP\nv7nvQC7bfuFhfyYv235hzluYP+k/y3A2mzpSdyW5amZ8ZZL7tnD+pj334vNz3kJlbm5k20JlYT5Z\nmM+G480es451jnz8/O0X5D0/8p1Pherga1LPfsZ5U/xxhzNWHXyBd7LfoOoTST6e5M4kv5rknWOM\n27ZqfpIsLS2N5eXlk96bu/us0+HuvtXVkQvc3ceZa9I/tFO/JpUk1yZ5T5Kbk9w6xritqq5Lct0Y\n49oTmT/VxhYW5vLsiy+YankAnqbJr6ROhc1eSQHwtE16JeVtkQBoS6QAaEukAGhLpABoS6QAaEuk\nAGhLpABoS6QAaEukAGhLpABoS6QAaOuseO++qtqbp/eRHi9a/9/zk3xr5usbjTd7zDrWsY51uq3z\n/7J5Xx1j7Hwa52/oVLwL+uTGGCf/qYczqurx9YcX5PA3S9xovNlj1rGOdazTap0xxlKa8nQfAG2J\nFABtnRVP922B3ev/++IkX5j5+kbjzR6zjnWsY52u67RzVtw4AcDZydN9ALTV5um+qvpUku893fsA\nYHIHkrxqjPH7x5vY4kqqqn4+a4FaXf8FwNlpJJlP8pGq2na8yV2upB5P8htJHlof/5Ws3b8/f9p2\nBMDJGOu/Nrr4GVn77/xzkjyW5C8m+Z2NFm1540RVreb43ywA/Y0c/sPEX0lyaZKPJvmdMca/2ujk\ndhGoqt9bf9ivngCcrDpi/G1J9if5fJJLjndyq0hV1V9L8n1Z+6Za7Q2Ak3Lk/QUHcujiYz5rP6N1\n4HiLtAlBVX1nkl1Z+yYOPt0HwJnpyL7M3mPwZJIrcwJvDN7iNamqemaSR7L2TR3cUJuAAnBSjnwd\nKkm+meSiHLrB4htJXjjGeHSjhbrc3fe+HKrskd8YAGeWo/13/KKZY19PsvN4gUqaXEkBwNF4Sg2A\ntkQKgLZECoC2RAqAtkQKgLZECrZAVb2lqt6/RWvdW1WXb8VacKYTKdhiVfXyqnr96d4HnA1ECrbe\ny5OIFGwBkYJNqqq/WVVfrqo/ytrn4uyoqgeT/FKS66rqwar6wMz8H66qe6pqb1V9uKouXv/6ZVX1\nX6rqgar61cy8E0xV3VhV91XVV6rq31bVXFUtVNVD6+93mVpzf1V91yn9PwBOAZGCTaiqlyf5J1mL\n0yuTvCLJ3jHG85LcmOTDY4znjTHevD7/iiS/mOQHk1yWtb9771hf7peT/HHWPsLg95I8f/2c5yV5\nU5JXJ3lBkr+Q5HVjjJUk/z7JdevnvyrJ18cY/3PK7xlOB5GCzbkqyX8dY+wZY3w9yfuPM/+1SZ6b\n5JNZe+fn70/y0vVjVyf5N2PNr2Xtfc0yxngwyU9kLVQfXp//vPVzPphDkfqRJLc9/W8J+unyBrNw\nppnL4Z+Xc9zPxUly5xjj9UlSVeclufAYa62uz3lVkt1Jfj7JP8vau0gnScYYn6iq+ar6niQ/nOQv\nbfL7gNZcScHm3JXk6qpaXH9t6cdnju1N8qIkqapnrQfpt5JcVVUvqarK2lN8N6/P/3jWrphSVW/K\noU8rfWWSe3Loc9Zee8QePpTkvUm+NMY47ufywJlIpGATxhifTvJPs/b03R9m7aOwD7ozyQPrN1H8\n7yTPGmN8PskNST6a5CtJLk3yd9fn/3SSV1TVnyS5NskD61//9ax9vMFDWQvacpIrZn6fD2btqUJP\n9XHW8lEdcAaqqm1Z+wy2Lyd58Rjja6d5SzAJV1JwZnpHki8lea9AcTZzJQVAW66kAGhLpABoS6QA\naEukAGhLpABoS6QAaOv/A2lADSz129IEAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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QSSm9K3LOMwA+oZS+pPb6fSFrLjbVV6ivGV3mgtNm1dxUVCt6Mpz0Zs0l00dPKcNs06LJ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\npCiKosTK/welLPnoHZCHUAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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JutUqx65U/FgBwg9tMg80N1x5PI+sWOB7oQLkZoiCwMz4v/8AvAE87XqLhLzJ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\nhStOmpYQS6S2qdjRh1yukZ/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OsXzZa2ucp1ZzDS9Fo5qBoeKqupy2MVs4yK5G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\ngg==\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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f2jATk6pKMtofqcLrQvOS+oSqD81L6uFTeUYcIcnm2aX1qCotAscRXYJT6/rl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\nRK5CYII=\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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i1r7djAUbPsDCpg+K2ttImOYEAoEC5ghfM7dBc6XNysJoVZju7ZOw9IW98jFM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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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nipJlZMSoNxDNAlYB/wA44LfAhUEnmplRHE77a+fcK7br/yIPeKfi1F5gdMBx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\nWVV/AXOgWu03ZAVqAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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uM/uwc+6F0RxQXGhhNf7SKWPJvNl8/b53y9UvmTebtNaIYkf7iJLD930+d/yB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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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8hrPPmIwasIlI00vXaEA5YvbhANdSKtx5BHAXpSSCJ0IMqh7yhZhd+bhiDnPR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\nRETqQgFHRETq4v8HMN3kWyF9DVoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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9vETa49D6Gj0kbply7OdpR+Qj7RmWr9tWMCNavm4bN079bLmbpvro6Hn/HFEu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\njcjMzJL6H9XtW1CoJRifAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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AL5q+u73Q7ReEkUwpMhAopSyNj1LR87mZt88NJDxXGgotiKgE/hPYobX+VuyzJuBt4Fzg\nHeAG4CxgptY6opR6Efg18BxwD3Ct1vpBpdTpROeXLgemA98HPq217iINIogQBHtKUWL88NEQ77T3\ncs1jO+PGZ/3iFj7dWMukcdHwmYgJRgzeFEQAfwbMA6YrpRbHPnsR+BZRb6oO+G/gz7XWkdj3FwA3\nA7cAd2mtHwTQWr+llFoBXAcMAgszGSZBENJTigwEPp+P+1/cF5dmd4UGuf/Ffdy4qMW0jXgro51C\nq/Wewt5ybrbZ5xCw3Oa7Z4Fn3WmdIAilKBMxoTbAVV+c4Yn6TuKheZeChvW8gIT1BMGeUmW99oJR\nGM0Zv4tIzjdSjJMgjHKsDAVQcuNRaEox3zYK8eyckyAIHid5fme0eBSjOeN3OSBZyQVBSGC01BAa\nzRm/ywExToIgJDBaPArJ/uBtJKwnCEICpVDwFYp0wotMC3jdFm14QQRSTohxEoQCUo4dUqFTAhUL\nJ3Nnduup3J53y/d45fge5Yuo9QShQJSzsGAkdIb5qPHcVvLlc7xyfo/IQ60nc06CUCDKWViQbzZv\nL5DP3Jnb8275HK+c36N8EOMkCAVitAgLvEo+ajy3lXz5HG+0vkdinAShQFRW+ESqXELyUeO5reTL\n53ijVfIuc06CUAAiEc17Hb0cPtbP1Y/uLMe5ghFBPnNnXlHrjdY5JzFOglAAPu4d4M39R6mvqaSu\nqoL+wWE+6glzxpRxjK+V1DjlSqmEImUsUJH0RYLgFSIRzcGuftY++VZCvaLbt+zhjqUzobbULRRy\noZQezGgsISJzToLgMh29YVY9uD1BXXXNYzu58pzpI36eYCQzWlVzpUI8J0FwiNPQip26atrE2rJb\nyFooyjFMNVpVc6VCjJMgOCCbkI5d+p+aKr/nO+Bi4MUJfifGciSldSoHJKwnCA7IJqRjJxue6FAI\nEYlo2rsH+KCzj/buASKR7EVLmY7hxjlyxWvhMcNYLrprGwvW/4pFd21j9+HulHvihry8lPe93BDP\nSRAckE1IJ1NC0XS44VVkOkapPRevhcfsjGVyaiGr59oQrHQcniz1fS83xHMSBAdkuxAy1/Q/bngV\nmY5Ras/Fa4tKsx14GM91Qm2APe09GT0ug1Lf93JDjJMgOKBYtX/SdZROQ0KZOttSey5eq6OUq7G0\nMzYf9Q5YPqdS3/dyQ8J6guCAfEJ12WA36V5Z4ctbkGF0tqWe2C/WvXRKriVC7IxN38Awy/75lZTn\nVOr7Xm6I5yQIDilGpm47r6LCp/IWZBidrRc8Fy9lPTcby23XnM0TaxYwvbGOjt5wWi/VzuPa91Gv\n5XPywn0vJyR9kSB4DCtZ88GjIRas/1XKttuuOZsTGmocHcNsALy2zshL7XEqXLDarm1ZK9f921vs\n2N+VcEzjOXnpOouEpC8ShJGCVaqabENCmdLdFDIdTrYdsNdUbPmo9/w+aO8ZSDie+TmNxjREuSJh\nPUEoA8olJOR0zZAZr6nYnAgXDHHKwaPR7Y4bF6RxTBX1wfJ4TuWAeE6CUAZ4TURgh1Ovw4zXVGyZ\nvNRMnl45PKdyQDwnQfAoydJxwDMiAqv2RSI6J0PjtXVPmbzUTJ6el8Qe5Yx4ToLgQbw2D+O0fRPq\nAlnLpXOVcheKTN6P1zy9kYp4ToLgQbw2D5OMXfsqfCrrORcrKXepjXA678drnt5IRTwnQfAgXh+d\n27UvFB7Oac6lnFRsXvP0RipinAQhA6VYm+L1bALp2ldOhiYXRPRQHCSsJwhpyEUa7QaFlo7nW7qh\nXKTthUJED4VHMkQIQhrauwdYdNe2FA8hnTTaLQrlsbklthiF2Q6E7Mn5hRDPSRDSUMq5n0KNzt0S\nW4j3IBQSMU6CkIaRqMzyuthCEECMkyCkZSTOrYxEgyuMPGTOSRAyMNLmVry+wFcYUeT8QolxEoRR\niNngKqXwK/D5fGVveAXP4V1BhFJqlVLqiFIqrJR6VClVp5SqVEr9VCnVrpR6RSn1adP2n1VKvR7b\n5y6llM/03RVKqYNKqb1KqS8Xuu2CMFLx+RQTagMc6x/ioraXmPPDXxZNJl/u5CvDF5xRUOOklJoN\n/A1wHnAccCJwJXAd0AxMA74PPBjbvgJ4AngYmAzUAitj350N/B3wR8DngduUUk2FbL8gjGS8niIp\nFwptOEq17m00UmjPKQxcqLV+Q2vdAbwAnAwsBX6ote7RWm8BqpVSnwLmAGOB27TWEeAnsW2J/f8+\nrfU7WuuDwDPAwgK3XxBGLCNNtVcMw5HOoItH5S4FNU5a699orc0TPl8G/huYCmw3fb4PmBH7/Dda\na+PX8W7scyz2MX8nCEKWjDTVXjE8wXQGXTwqdymalFwpdRlQDfwsdt4u09e9QH2az8nwXfK5Vsbm\nrV5vb2935wIEocS4PTIfaTL5QniCyfc8GLA26EqpERciLTVFSfyqlJoB3AR8SWs9pJTqIGpY+mKb\n1ADDQCeJBqcGiMT+3WHxneVbp7XeCGyEqFrPpcsQhJJRCPn3SEtg6nayXLt7/sBls1lxz6sJn/kV\nIypE6gWKodZrAJ4Evq+1NsJy24AvxL73AbOA94FXgT9USlXHtpsDvJe8j+m79wvaeEHwCIUKWY2k\nFERue4J297yuusKi9pRvRIVIvUBBPSelVCVR4cKWmDdjsBFoU0q1E1Xy9QOvaa0jSqktwN1KqTai\n3tZDsX0eAd5SSv2aqFH9KvCDQrZfELzCSBMvFAI7TxCiCXyz9Q7t7vngUIQTGmoSPpcaT+5T6LDe\nnwHzgOlKqcWxz17UWl+glFoL/BBoB74SU+dBVDr+Q+BO4HlgPYDW+khsbdPfA2OAv9Bav1Pg9guC\nJ/B6fSevkFxLKp9waDb3fKSFSL2AZIgQhDJAUg7lhl3Jk82r5qG1TjEi5swZwYCfw8cG8rrnIy31\nVQ7kfLFSCVcQygAZmeeGXWjuw64QSza8lGBwgJQBwAOXzebxNfMZHIpkfc9lQJEfkpVcEMqEXMQL\no31hqN1aLkNIYhaWWAkgVtzzKgqVk2BkJGbgKCZinARhhCKpdqwVfOsXt7Bh6974NoawxG3RiYhY\n8kPCeoIwQrEbuRejxLxXSA6HKqW4/qm32LH/k/X8ZpGDm6ITEbHkh3hOgjBCGWkj91xDlOZw6OSx\n1Vz1xRmWa6HcXic10jJwFBtR6wnCCMVOqVaOnpOb4oJ0Cjq31XWi1pNig7aIcRJGKyNJLTaSDO0o\nozBScqXUikwH0Fo/kOvJBUEoHCNJfj7SQpRCZjIJIs7O8L0GxDgJgkdJzphQrmQrLpBwWvmT1jhp\nrS8tVkMEQRDsyCZ33UgKZ45mZM5JEHJERufFxen9zmd+Sp6p60j6IkEoJjI6Lz5OQ5S5zk/JM/UW\njtc5KaWCsQqz/9f030OZ9xSEkYekpvEuuZaf7wqFOXS0n1suPIO25a001lXJMy0h2SzCfQT4EvDX\nQAD4GjBUiEYJgtcR9Zg7FCL3Xy6LXyMRzcGuftY++RZf2/gy657exXe/NIPGuip5piUim7DemVrr\nE5VSm4Cngfv5pBCgIIwqJDVN/hQqjJaLhL6jN8yqB7cneMLXPLaTdeefLs+0RGTjOfUppc4gWkp9\nLrAP+FRBWiUIHqfcUtN4MTt5oUKjuYga7DzhaRNrPftMRzrZeE7/F/hHYCnwG2ANsL0QjRIEr1NO\nC1y9OtFfiNBortdq5wnXVPklfVGJcOw5aa3/BThHa30AmAX8DbA4/V6CMHLJpb5SKfCqeCNX4UI6\ncr1WO094Yq29OjCTNyolS/LDseeklPpC7P/GRx8BZwL/5X6zBEFwC6+KN7JZWOuUXK81W0/YiYcm\nJUvyI5uw3t/F/q+AqcBJwK+BP3a7UYIguEcpxBtOwlmFCI3mc63ZpHpyYnicGkoJ/VmTTVjv7Nh/\nZ2mtPwWsAF4pXNMEQXCDYos3sglnuR0aLda1OjE8TsKWEvqzJ6/0RUqpn2ut/8zF9riOpC8ShOKO\nzktd3qIY1+rkGp2E/kp9r4pA4dMXGXNOJj5FNLQnCILHKWZ28mLPcVkZo0Jfq5P5MidhS6/OB3qB\nXOacDI4CK11siyAII4BiznGVSibvdL4s06BAFnPbI1nJhVGLTEQXhmIajHIPi3l1DZqLFCWsVwcs\n0Fo/p5S6EJgH3KG1fjfXkwtCqUjXKQBitPKgmAuUyz0sVk6LuYtNNmG9nwFvKaXeBf4BeB54EJhf\niIYJQiGxkwI/vmY+HT3hkTySLQrFmuMqRFis2B71SKlW7DbZ5NabDXyfaGby27TWlwOnFKRVglBg\n7Ebc/YMRT2ZTEKwxS8dnTqnn3ks+x4OXz0Gjc5Jji7TbO2TjOfUAXwAWAdcqpU4AegvSKkEoMHYj\nbr/ClTCRzGcVByMs9tQVCzjY1R/PLJ6rxytZHbxDNp7TD4Aniar0XiGanXxdIRolCIXGbrFmMJB/\nvrdyGH17MUt5rvh8iuEIKSUvcvF4y30OayTh2HPSWj9IdI4JAKXUp7XWoTS7CIJnMU9ERyIRhjVo\nrRmKaB64bDYr7nk153xvXh99j0SFmFtGRaTd3iGbsF4CWuuQUmq61nqPmw0ShGLh8ykm1AYsO+qn\nrlhAKJxbSM7ro2+vG89ccMuoFCIZrZAb2UjJlxCt59Rk+rgHGOd2owShWKTrqE9oqMnpmF4ffbtl\nPPOdV3NzXs4toyLSbu+Qjef0I6JKvY3ABcD/BiYVolGCUCwK4eV4ffTthvHMNzTodmjRTaMi0m5v\n4DhDhFLqgNb6RKXUeuAl4BngXa31lEI2MF8kQ4SQjkJlGMjVKyiGys8Nw5Dvfctn/0z3aLQoJcvk\nOgufIQJ4TSl1B1GjdBVQD3gjTiEIOVIoLyeX0XexhApueBn5epy57B+JaLpC4bSS8VKKPYppLEai\nqCWZbKTkFwNvaK1/DuwhaqC+U5BWCUKRMHfU2645myfWLCjZD7yY5dTzraOUb4n1bPc3OuM39x9N\nKxkvVUn6Yi8fKNV1FpNsjFMAaI39+9fATqIpjAShrHG74F0m7NYYeV3lZybfon7Z7m90xjUBf9p7\nVKp7WGxjER4aprGuirblrTyyci5ty1tprKvy5LuSK9mE9e4BDsf+/Wui6YzuJiqOEATBAenCMV5X\n+Znx+RTTG+vYvGoeg8MRAn4fgUrFwaMhRyEtq9BiQ7DSNixmGJ2u0GDae1Toe2gXuiu2UQwG/Hzv\nvBlc/ejO+Ht085IWggHvvSu5ko3nNAdYBaC13g98O/ZZRpRSn1VK/Y/p7/lKqZBS6lDsv7dN352l\nlPqtUuqgUmpt0nFuVEodUUq9rZSanUXbBcETpBthF7ucej5EIpo97T1c1PYSf3zzVi5se4nfH+rh\niod3OA5pmT3WCbUB9rT32IbFDKOzYete1i9usb1H2d7DbDJlpAvdBQN+7r3kc3EvZuaU+oIOLIYi\nOm6YIPoeXf3oTobKONNHMtmo9d4Gvqa1fiv292eAf9VaN2fY70zgUcCntT459tn/AY7XWv9t0rYN\nwLvA5cC/A88BN2mtn1VKXUo08ewCYCLRVErNWuvBdOcXtZ5QKqxG2QePhliw/lcp22675mxOaKgp\nFwWWrdpu7cJmVm3anrXiMZN6z+xxNtZVceU505k2sZaaKj8Ta6tyUutlKyqwa+NTVyzg8LGBhOPc\nvKSFSWOrOXlCbUGe3wedfWnfIw9RFLXeNcB/KqX+C9BEk8Be6mC/q4C/IrqA1+BzwL9ZbPu/iMrT\nHwdQSv0jsBR4Nvb/27XWR4AjSqldwB8Bv8ziGgShKNh1fBPqAmnDTuWyxsYujFUfrIz/O5uQVqaw\nWDqFoeH9mNNQBSr8HDcumNYwZJspI7mNM6fUs/qsU+juH+LQ0X4a66o40BmKezGPr5lfsIFFOYWA\nc8VxWE9r/TTRMN4LwBZgrtb63x3sugL4n6TPZgM/Ukp1KKXeVEp9Pvb5VGC7abt3gRkOvhMET2HX\n8VX4VNmE7tJhp7brCg3G/51NR+lEvWclXDEGAdc+sZN32nu5qO0lx2q5bOeJzG2cOaWe735pBuue\n3sUf37yVtU++xXe/NIOZU+rjxxkciji+/mwppxBwrmQz54TW+h2t9V1a6zu11u843Cfh7VBKVQAv\nA1/RWk8Afgw8pJTyx9rTZdq8l+h6KjJ8l4BSaqVS6nWl1Ovt7e1OmikIrmLX8YXCw46k617PGm7V\nOd68pIUNW/fm1FHm2tkag4DNuSdIAAAgAElEQVTFrVO45rGdlnN5dtgZRKWU5f02t3H1WaeknO+a\nx3ay+qxT4scppBfjpSUQhSLnxK+5orUeAi4x/b1JKfUPwGlAB3CSafMawBjGdJBojGqAYzbn2Eg0\nzRKzZs3y1q9aGBWkC7tkCt2VwwLL5DBbZYWPCp/ijqUzc5ory3VhsDEIqA9WZq2Ws1qAvX5xC9c/\n9RZXfXFGyv02t7EvPGQb1nRqWPOdXyyXEHCuFN04xYoUztVaPxb7uwZoIGqEtgF/bdp8DvB+7N/b\niM5zvWj67vZitFkQsiWfzBPlkjXcsnOsdfl4GTAGAZkk5nbnmzFpDJtXzePDrhAdvWF+/Nxuduzv\nYtfBbsv7bbSxvRvL8xkijkyGxusDEC8Ic4punIBBYINS6l3gHeAG4G1gt9Y6opT6WCl1E1Gl3nXA\ntbH97gV+GVMNTic63/Rc0VsvlB2l+KHlkyIo19Q+pe5MSoExCLj1hd2sX9wSD7U5HQz4fAqtNUs2\nvJTweS5e190rZmUUYRh09Ia59YXdrF3YTH2wkq7QILe+sJsbF7WUfADiFcNZirDeEaXUt4hKweuA\n/wb+XGttzB5eANwM3ALcFStyiNb6LaXUCqIGaxBYqLXuSjmBIJgo5Q8t17CLXUiwssJHe/eApVrN\nC51JKTAGATcuaiESibB51by4Ws+pgc5F+ZZvfsJIJMLF86clGNP1i6PXkCtuDVC84rk7XudUrsg6\np9FNobKOFxI7Y1NV4Uup0Dtj0hg6esNld42lJLkTbwhWsqe9x9K4AwXxSD/sCnFR20spz2zzqnkc\nXx9Ms6f9Nbk1QHF5DVVR1jkJQtlRTvnqDKxG5X4ffPWObZaj2XyvcTSFBO068emNdSleEFAwj1Rr\nbfnMcnUW7Lydp65YwHCErJ6tV9ZQZSUlF4RyI9/s2aUieU1PKGxvgPK5xmJn0y41dp14Z2gwZQ1V\nIZO5uv1eWg1QGuuqONjVn/Wz9coaKjFOwojGKz+0fEnXmeVzjaOh9IKZbLzMTNvmsxbN7ffS6v24\n8pzpacuL2OGVNVQS1hNGNG6W7y4l6aTpxVYGlgo3wo/ZhKzSbZvvHI/b76XV+zFtYm3Oz9YLa6hE\nECEIZUIh5obKRTDi1oR/puOY73FlhY+e/qGyEaEkvx8azXVP/A+LW6fE5eqPbd9fbLl6zi+oGCdB\nGOGkM2rlIkN304ja3Q+7ezFpbHTOz7xtOWQFHxqK8LvD3aw2lbTfsKyVP5g0hoqKos3oiFpPEEYi\n+XpLTozPhLoAD39zDn6lCAb81Ae9F/Z0M/xoF7JKt74n2eB4RdGWjs7QYNwwQfR6Vj+43XNesR1i\nnATBo7jh1aTrcCfUBiyPXx+0L8xXKsm5W8Yg3TU4NYCRiEajefDyOez7qJfbt+yhvWfAc0KbcppP\ntEKMkyB4FDdW6qfroJKP31hXxaGj/dRW+QlWVngq/JdPrkKDTNdgNoBGraYJtYF4lnK70F/bslaO\nq6/OyeMspMEvB+8uHSIlF8oar5eWyAc3Rr7pJOjm4xv1idY++RZfuGlrypqYUkvOc5E3J78bH/UO\npL0GwwCe29wUr9W0ZMNLXNT2UvxeWN2HVQ9uZzhCToapkGvMyn0ZhRgnoWwZ6QtI3Vioma6DMh/f\nqj6RueP2QojIqtigHVbvRt+As2q713/1dNt7kU3oL9OgqdAG3yvrlXJFjJNQtpR6NF9o3Bj5puug\nzMfPVA+p3DJtWL0b+z7qdVRt1y61kNNsHE4HTcUw+NkYdK8hxkkoW7wwmi8kbo187Too8/GNWkRm\nzJ2u10JEmTwTq3fj9i17aFvWmvEa8snGEYloDh3rp3dgiLULm5k5pd520FRuBr/YiCBCKFtynfAt\np0SnhV6pbxw/EtFpBQdeyrThRJxh9W609wxwXH11xmvINRuHVbvWL26JFzBMHjS5IfIYycgiXKFs\nyUVBVmrVmZcphtF24xxOFuTm+5xzaaddu25e0kL/YIRTmmotVZB2C4LLZQCVAVmEK4w+chnNZ5Jn\nF7NT8FoHVGgvzTAYt76wm8WtU5hQGyAUHuL4ccGsMhY4Cefm6+kl3wsjjJjuWHaZweuqKrj60Tcs\njaTVPZcBVBQxTkJZk22Hmq5jK2anMBo7oI96B7j1hd0pFWDblrdy2uSxjq/baTjXLWPrNK2RVbuu\nPGc6f/nQG1mtVfNKJdpSI4IIYVSRbhK6mOq/ka40TCYS0fQNDLO4dUqKTHvVpu1ZXXeu4oxc18TZ\nPas39x9NUOM1BCtT2pVLZvCRLvRxinhOwqgi3ST0waOhonUKo60D6ugNs++jXibUBvK+7lxCdvl4\nqnbPqibgj//b8GyS26XRll7ecETHs04kU+6ZHdxCPCdhVJFOnl1oaa955K6UGlUy4vDQMLdv2cP4\n2kBe123cw4NHox33ceOCjtbv5OOpWr0X5zY3Mb42wCMr59K2vJXGuirCQ8Mpsv2JtVW0LU+Ur69f\n3MINz+yyPbfXZPulQjwnoazJRVRgNxdRSGlv8sj93OYmNixrTShnMJI7oECFn/aeATZs3cudS8/k\nWw+/kfV1Z+v9mN8NiIoTzN6IE4/NKslr45gAV/zJdC6977V4O25e0kIwkGpgfT7FxNoAaxc2Ux+s\nJKI1wxHN5Z//VHyeM7ntbsj2vSa2yQWRkgtlSyFEBW7/qM3H+9rGl2msq2L1WadQH6zEF/OeIlqX\nbQfiFPOzaqyr4spzpjNtYi01VX4m1jrLXJBNTSerd+PmJS3c9Gx0zVG6fdMdo21ZK41jqrjgn15M\nacfja+bTNKbatt2NdVV890szEsQghRDBeExsk/MJJawnlC2FEBW4me7FnMbmQGco3jmte3oXX9v4\nMldt/g0f94Ydh6ZKgVuJdc3ewB1LZ3L6CeOYOr6GpjHVjq873Txdchut3o2rH93JledMB6LG5IHL\nZqPRttdml+R1cDhi2Y7BoYhluw2P/MpzpqfNX+gWI0VsI2E9oWzxuqjA3El0hQYtO6dVHi7+5vYI\nPF9pt51QYDii4wMAQ5reUFPJ2oXNbNi6N+4pHegMcUpTHduuOZtgwM/hYwOsuOtF22sLDw3TWFcV\nD8l1hQbZsHUvw5qsBAuGYa6t8hflffX678Ip4jkJZYudgKGyeCWo02LuJDZs3cvUCTVl1Wl4bQRu\nJRRoW97KDc/sSpGm/88Hx1j39C6++6UZzJxSH98+WOnnhIYahiNkvLZgwM/3zvvE01339C6+d94M\naqt8WQsWfD5FsLKiKCKYkZKzzxu/YkHIAavO6uYlLfT0D+VdNsONcJa5k9ixv4uDXaGy6jS8NgK3\nUlpOrA3w/K4jKW00sqxf89hOVp91SooBcXJtQxHN1Y8merpXP7qT4Qg5JeQtlgpvpKj9JKwnlC0+\nn2LS2CrWnX86NQE/XaFBbnp2N+09A3mFytwKZyWr/x546T1bhZ4X1VVeXG+THBps7x6wbGNXaBCI\nGpTTJo+Jl6VPlxg2+doGh6znlvoHIxw8GiJQ4ee4ccGMSsFAhZ+GYCWdoUHG11SyedU8dAFFMF5K\n0psPYpyEsiYUHubS+15L+Tyf0b1b6WOsOomGYGVKpwF4SV0VpxyyZlu10cgEDrFQXqAi5bk5uTY7\nA7b3SA+X3vdaXFRRV13B4FDE9nme29zEleecmjIomTHJ2rC5QaHzJBYDMU5CWeP26D4S0YQGh1wL\nZ1l1Esl/t3dblw8vplDCznPLZwReDG8wuY3DEc0Nz+xix/6utMbUybVZGTBDjg7RdVOHj/Wz4p5E\nafiksVUJz3Nx65S4YYLRmysvW8Q4CWWNm6N7I5x36Gh/UcNZpZ7byRTGzKUDLeZaG3MbIxHNjYta\n+MFXMhvETNeWbMAArnh4R1z9t/qsU1LmpL75wOs8snJuwvPMVGVYsEYEEUJZ41a1WPgknHf7lj2s\nX9xStAnlfNRVbgg3CqHKK5XSL3mdGpByf7K5Z+bjGVkuDOyMjiE1N+gKDZaVEMYriOcklD1uxdcN\nD+ZAZ4gfP7c7vr7lxIag7cS3G+Tq/bnlnRTCcyu1Nwj296eqwseKe17N+p4lP6e+8LClh11d6UvY\n7rHt+y2FMA3Byow1okYzkr5IEGJ82BXioraXUjqbzavmcXx9MM2e+eNm5dVs5zLcOk4hj5nu/th9\nZ9eGdeefniCiMbcr03MYGopwpGeAweEIwUo/HT1hvrkpdXAAWKr1zH/vae/xnAimAEglXEHIF7+C\n9YtbEnKfrV/cgj/28yrkBH8u3p9b3onbqjyrZKntPQM5eQuRiKYrFOZgVz+rUtRuUSNg5z1mKnVh\n/sxJsclIRPP/Ovt4v6OPmoCfvvAwn26q5fE18xPUesb1pBPCeEEE43XEOAlCDJ/Px/0v7ktIV3P/\ni/u4cVGLqxP8bhk5t5SKdpL3XNpolyz1uPpqxlbZewtAyvmAuEBl7ZNvWXbkYJ3pYfOqeVRW+Czv\nT1840XhnKjZpGIyuUJjDxz5pi6HemzF5DE0NNVndcy+EPb2OCCKEEUO+4oAJtQGu+mJiupqrvjiD\nCbUB1yb4zclgzVVUcxEyuJkJwDzxP6E2wJ72nrRttLvXdslShyPQGRqMZyVvW97KLReewaGj/Rzr\nDyfck2uf2MmBzj4+6Orj0NF+JtbZFyi06+Q/7ArR0z9keX9OmlBjec+SjzVzSj1rFzbTFx7iw64Q\n4aGIZcaIUDh7g5JJBONWwl23j1VMxHMSRgRueDbp1r64NdJ1a4FvpvZC7h5apjamu9eZ7pNV2YiH\nvjEnfqyZU+q5eP40lv70lfj3dy49k3ObmxLSFJk7civvqKM3zF8/8hueumKB5aJnq3tm9kRnTqlP\naeeGZa2WNaGGdfb32i6U2hCs5Eh3P30Dwykh0Vy9dC8u8HaCGCdhRGDVod76wm6u/+rpWaWKsZv7\ncSuE5nY4x669Rqd06wu7Wdw6hQm1AULhIY4fF6QiQ2JcuzZGIhHauwcIDQ5x6Gh/vKM2Gy/jPpnr\nVvWFhwkG/AxHsMzM3t49EP979VmnpHz/rYff4IHLZrPrYHdCLSiNZnzQPkPEgc4QofAwJ1iE3DIV\nm7Rqx+oHt1uKKaorfLYGAFLDlT6fsg2lJoc9jWvJdQDj5mCo2BTcOCmlPgs8rLX+bOzvSuCfgPOB\nd4Gva63fMW17LzAVeBS4QmsdiX13BXAt0AdcqbV+ptBtF8oHq5DMxfOnxdV3+Y4Y3RINODFybsxJ\ndfSGufWF3Vw8f1rC6L9teSunTR6b9nhWbTy3uYmPesOs2rQ9pePcsb8rbmCPGxdN6XP4WH88BGbc\nq+mNdUybWJti+Dp6w/Hz2a0dOhoa5NaL/pBgwJ8iyZ7eWMfmVfP4sCtER2843qZcBg9VFT7WnX86\nJ9lkkDdCgsb5b73oDLTWlgbg8TXzo2o+G6/FKk9g8nGueWwnaxc2s2rT9pwGMOU8t1XQOSel1JnA\nk8AY08fXAc3ANOD7wIOxbSuAJ4CHgclALbAy9t3ZwN8BfwR8HrhNKdVUyLYL5UVyDN9q5JvPIlC3\nFvvalX1oCFYC7s1JhYeGWdw6JeEeNNZVceTYAAe6onMPQ0MRy7mIhmAlD39jDo+unkfb8lbObW7i\nui83xw0TfNJxrj7rlPh1BCr8+HyKuuoKy8wJnaFBaqpS51oe276fO5eeGU/YajUX0zSmihMagpZp\ngDpDg0weW01tVQXrns6cusiOjt4wK+55lUvve409R3os2/FhV4i1C5t5ZOVc1i5s5u//43f0hq0N\nQP9gJKt5SjtDYqy1y2XRbjmXzyi053QV8FfAP5o+Wwp8W2vdA2xRSt2ilPoUcBwwFrhNax1RSv0E\nuA3YENvnPpOH9QywELinwO0XyoRkz2ZCrf0keq64sdjX51NMb6zj4W/M4Uj3AB29YW77xe+56osz\nmDFpjKMwjBPPyvjcOE7yHIpdMtLpjXUpoaW25a34fCptx2mWiYdsOmvDs2pb3prggV08fxr/sfMD\nNq+ah1+R8v3dK2Zx3LggB4+GbI/rRibu5PpbycsKNixr5fYtv0+Z+xqOaEtv2K/I6h2086r7wsM5\nC13KIXmvHYU2TiuAk5I+mwpsN/29D5gB1AO/0VobT+7d2OfGPveb9jF/J3iYYpWCSO6clFKuzBEV\nov2docH4hL/BroPd8ban69CcTnAbc0zGPUj2JO2SkW5eNS9VbbdpO4+snGt5P5vGREuWNI0NxI3a\n2oXNtvfe51PMaBqTYJzvf3Eff/Wnp+JXUTn/jCZrI2MnDTeKS7pZaXfH/i6e3PEB9106m0q/wu9T\n/OLtg1w8fxq7DnYnhDbv/q93UwzZ3StmEQwkCixWn3UKE2oDKBVdM5X8HlkZEkOGXx/M7b1zYrS9\nWK4FCmyctNZaqZSL9AFdpr97iRomu8/T7SN4mGIrhZITgOY7YixU+9MZoGDAz72XfC5en2rD1r20\n9wzEjarTCW6fT3G8yUtJnsuxm9sZGrauYfRxb5ibl7QkzCOtX9zCtze/yY79XfzX986Ot8vK6zDf\n+4oKHyc21BAMVHDcuGpOm9zMDc/s4vldR9Le4wqfSmnDzUtaqHDpXTIbh8a6KhadeQKX3PtqwvW+\n8d7H3HvJ5/D7FBV+H3ds2cPm7QfoCoVT6jQB3L1iluXcn9U1FqoOUzqj7WU1XynUeh1EDUtf7O8a\nYBjoJNHg1ACRpH1I2scSpdRKYvNVU6dOdaXRQvY47UgLMXJz44deKKWTXfgmGPBz+NhAyiLPSWOr\ns6rgalBR4eO0yWPj98B8TmNuJ7kNFX6fpdquZ2CIm57dzbrzT2fq+Breae9JEB6YQ1g79nfFcxOe\nNnkMwUBFyr03OszkFEPp7nEoPMxNz+5OWCR907O7uWPpzOgMdY6Y378JdQGeumIBofAwX9v4csoc\n28++OZfDx/rp6A3z2Pb9XDx/Gl2hMH/1p6fSVFeVooScMWkM13/19IS0WF5SzHlZzVeKRbjbgC8A\nKKV8wCzgfeBV4A+VUtWx7eYA7yXvY/rufbsTaK03aq1naa1nNTY2utt6wTFOOlIrAcB7Hb0c6e7P\na9GgucOprPDh98HBo6Gsjpet0snpYke7xbNDkVTV19WP7qSuuiKlgquZdOFKwwgcNy6YcE4jGWly\nG5rqqnjgstl877xPFiOvffItfLEIyKX3vYbfp1KEB0YIy2DH/i7WPb0rXujPblCQzT02soKv2rSd\nr218mVWbtid4lbmQ/P5dcNeLHD42EG9HcrsOH+tnyYaXWPf0Li6eP437X9zHdQs/w1M7DrCnvSfl\nmft8Cq21o2t0c4G2U7ys5iuF57QRaFNKtQPnAf3AazERxBbgbqVUG3AT8FBsn0eAt5RSvyZqUL8K\n/KD4TReywYlsOnnkZlfALVOYwWyMDA/EqkhcNgsas1nblE14xM6rs5vwHxyKxP/OZ4J70tgqHlk5\nl2EN1ZU+xgcDlp5lXXVF/P4bbfjOv77J2oXNrHt6FzVVfsuFrbm0K5t7nO/kvpWHbuc5bF41z3Zx\nr7GdIfM+cqyfL8yYxK0v7ObGRS0pHofTayyFF+N2sU43KXhWcqXUycBWrfXJps+WA/8HaCeq3Nsd\n+3wM8EOikvHnge9rrQdj330O+HuisvR1Ttc5SVby0uGkw/6gs48F638V36dteSvrnt6V8mNJ9wNN\nPs+9l3wuIRebcQxjvUim42XTfgM3snA7PUa2YdBs5xXMz8SYyK8PVtI0tgqt4eQJtZb75RKezbZt\nuYaA7c4ztroi4f0zeOVv/4SP+wYtF8QaxQYBHl09j8HhCP2DEaaMDxKs9KeUV3F6jcm/BYNt15xt\nuZDYDYow5+TdrORa6/eAk5M+2wRssti2G7jC5jivAV90v4VCoXAy75M8csulamjyiLMm4Lc8RlOs\ng3catshm3sqN8Ei6lDbJmbyzGUlnOyI3Z3lITuFz94pZtufJRS2X7dxgroq8bD0kn8+Xov68/qm3\nEgzTiQ1BJo2t4sOuxGSwVp17stc6sTY11OmGF5Ot8S6UCMMNJH2RUFAydSZOC7il+4EmGwa7yf5x\nwUpmTqnPap7CaWfoRsfiNKVNtiPbbAxnJKLx+6BtWStHugcsFzK7HWZyq1hkOuzugV/ZhyOT1Z9X\nfXFGgoz8zqVncvjYAN/51zdt75GdZzKxNn36pFzDlrl4QcW4/7kgxQaFkpNpvijTDyw5HDZzSj1/\nd/5nWPPQGwkhmftf3Mf/nn0Sk8dVuy6VLVR4xEmoL9No2e4YVtJn4xoa66q4+cIz+NN/+M+UNhUy\nzFQo0t1HY+4pk+dgvs/DEc0Nz+zi8s9/iq9tfDllW+MeZRPuNWpXhcLDMSEFWeWFLETRSBfwblhP\nEDKRPHKrt5moB+uOOHnE2d4zwITaQFxyHNGa4Yjm8s9/ihMagkweU+162KJQ4RG7EX9ocJgPOvsc\nGXOrEfmGZa1c/9RbCWuLJtQF4tsc6Ayxt72nJJPl+SwtsNs3nVfi1HNI9qRuXNSSItGHxHvk1Gs1\nD24a66r43nkzUnITZhroeFl5lwviOQllQ/IP2MhOXVPlZ3wwkFAGW6O54K4XbedNvLDI0AmZSo3b\niT/SiSiM+ZPkNDwPf3MOX7hpa/wzq7IRhb53+XigTirZmpcXVPgUoXBuAwnjWJFIJCUhrvmcmbwZ\nw1vqCw/TPxjh0NEQfp9KyE2YvI8d4jkJQokwJrWdGJyhoQgblrXSnse8iRfSuliN+A1ZPNiLP9KN\nlocikQTDZOzjT0r5tGN/F/e/uI/7Lp1NsNKHUtE1Ox294YLdi2zEG8nPR2OdHdzY1/B88g3BJu9/\nbnMTD39jDv5YTSjzvUnnsUUimvc6elMyuP/T18+0rBuVyQMq5zx6VohxEsoGI2yxdmFzRoPTGRrk\n9i2/53vn/UFOoQ6vpHVJDhcCXPHwjrhqzE78kVyCI1lqb5ehIrlzu3j+NDb+514WnXlC1mGmXEgX\nmso0N7np8tmOnvVHvamlKYwSF01jqsmE2YDOnFLP4tYpHOke4Pj6oGUmDLtwb3v3AO939KWUoP/L\nh96wrBtVmaEOl5eVd7kgZdqFssFQxDmRm4eHhnl+1xH2tvdmlVHBwK2y7G5gjPhPaKiJZ0kw2LB1\nLzcvaUnJ9GAeLSdfy+1b9ljuUx8MMGPSGB5ZOTdeEuLHz+3mnOZJliUwcrkXmbJo2GXACAb8CdkT\n3tx/NOX5vPdRn6Nn3T9oX+LCCYYBNcKe657exZINL3FR20v89tAxhoYSj2N+fuZsGeGhYVvPN7mU\nvNMcgnbnKkfEcxLKBiNscehof0ZvwejkMiUhtcMrk8vJoauGYGWK+GPS2GoeXzOfwaFIfBvzPpFI\nYjLXHfu7uOnZ3Tyyci5Aygg7UOHnO//6Zjy/3qlNda7cCyfeqF1oKjm1k1WnfvuWPfzT18/kL00q\nTatnXWGTsb7CYT9uvFtWNcNWbdrOw9+Yw4kNNSnzXMn3ubLCZ7t0wqgb5WYOwXJDjJNQNhhhi0lj\nq2hb1sqqpFpE5k7I3Mn9+LlowlJDPGG1ADKZQqV1yWYey64zn95Yl7IWqjM0CMDQcIT3Pu7lkntf\ni+9jFAw0zzMZa73sypWbq9nalcCo9PtSFgenu69O5pOcpnayCme29wzQMzCUNuEsQIXfl5Ld/M6l\nM0EpPujsy3gtxrvVOzCUYiAb66oY1poDXX1UV/rp6R9ixT2vphhjgJ7+IcbXVqa0pW15K7f9IrVu\nVDHfPS8gxkkoK3w+xfjaqrRyc2O7fOLvhZhctjM2k8ZWWarGnBYeTD7mzUta4hPq5tG8eQFpumtJ\nzq9n5X3evKSF4UiEC9tedjwP5aRWlbnzNNIARSI6paCfEc5MLuFh5E9MJ3gZHI4kZDePaE3/YCSe\nOTzTtRjv1qFjiR78zCn1fO+8GSz/51dtn4Xx/ABW3PNqXDa+6bLZRHTUI2ysq0pZ8Fuod8/LqlWR\nkguCDW6PNDPJws2eUWdokL7wEH9889aU45gXwdod08gjaN4nUOF3fC3Jed6MHHvTm+rYc6SHDVv3\ncu2XT2PJhpcSzpvOKGRaCGvXeXb0hrn2iZ0pNZHuu/RzjK2OlvTY91Evt2/Z4yixb3I7ssnnmCzK\nOHi0Py4jz5TT0eC/rj4LFAmyfQPj2Rbr3SuCzFyk5ILgNm6ndbHzHGoC/vi/v/nA6zz8jTks/ekr\naSvKZjpmfbAyZZ9sriU5rGmUwDAnz00WRGSah0rnjabzEg1xS3t3OGEeZkxVBU1jq4lENLVVFdyx\ndKajjtxox60v7GZx6xSmZ5hTS7em6YHLZsdrPNXXWAt1kp/Fbw91E/BbV/U1nq2xcNgwUF2hMEMR\nHZ9XzKcEvdU1ehFR6wkCzmsx5YOdEq0rNl8E0Q7jSPdAQjgtnRLP7ph94WHbfZxgVXPq5iUtbNi6\nNzovsqyVN97rSDlv8ryI+b529Ibj82XbrjmbJ9YsiHs46TpPq2sM+H0p5dmdKtR8PsX0xjr+6k9P\nZd3Tu9hzpMdW5WeusfSbA0fjhslo34p7XqWq0sdJE2oJVmZ+FusXR++hnWLSeE7m817x8A52H+rm\ngrtezLnOU7Z1wLyAhPWEUY+b8fh04Ri7+aGbnv2kDMOJDUF+dMFnWfbPrwKJ4bQKX7T0urnaqtUx\nb7nwDHwq2mGbBSC5lNowtjeK5n3Y9UkV2CvPOZXbt/zetry6WyVHJtQGLBerWp3P6fWZz5cuE0ZH\nbzi+3SMr56bNo5duTrGnf4jfHupmw9a98Wc9c0p9VIFHqmLS3D67sOPja+ajUHmJa4ow5yRhPWF0\nYCWtNqctyiU271aRt0wdQLJIw6cUR7r74+uWPlnP8onxMYfT1j29K6VNycdUSuFX4PP5MhrGTJ2T\nOaxpZTx2Hexm86p5/OAriclJzc/IiaDDCJm1LW+NeybnNjdx3ZebGRga5tCxfqorfJZrrTavmsfk\nsdGFs3bKRqv3w+ypJafJRf4AACAASURBVJeVr6uuYCiiOXj0kwKYBzpDtguehyOaSESnFeEMR0gx\nMOkUk+b22a3r6xsYZtk/v5KViKOcFuhKWE8oG5LLWF/7xE5+50JZa7fi8U4W7ppDUBGtuf6pqOEx\nFr3e9OxuGsdUJYR7jFCQXZvMxzy+PsikccGU8JZd25yWrk++RzOn1LN2YTODw9EFp4qokRkaisSf\nkaFQM5M8l2NsO+eHv+S2X/yeh78xh1f+9k/4qz89laU/fYXPr/8VF7W9RGgoYnmsD7tC7D7cbZv1\n4cOjoZT3Y2goElf/GRiDgLrqCg4fG4iH0L628WW+d94MZk6ptwyzrl/cwg3P7Io/Y7sQo1WYNF24\n1RyGM4yimRMbguz7qDftu5ZMuS3QFeMklA3JHezi1imsfnB7Vj9QK9yKx2dr5IxsD6s2bedrG19m\n1abttPcMUFPlZ/OqeTy6el48S8OO/V15zRHYte1AZ8iRUTffIyMM9tj2/fzuUDcHj/bTGx7mmTcP\nsPtIN7e+sDvB0zBjvobk5/n8riMs/ekrDGtS5nb+X4d19oeO3jC3vrCb8FCEWy48g7blrcycUh/f\nrzu27skw/re+sJsjPQPc8MyuFEPTtrw1ZbHvgc4QVz+6kyvPmR7PNfjAZbN5Ys38+LN5fteReJb4\nZEMfiWiOdPdzoKuPsdUVPP6X83nlb/8kYb7N2O7j3ujc3PsdveiYJ2ksJE+en2pb1srtW/akPE8v\nCxyyRcJ6QtmQ3MHmUjXXCrfWNGW7cNfuvOODAY4NDBKs9MdDQUaH5PcRDyG50bau0GBCiMyufpC5\nravPOoX7X9yXIu3esCy6eHRx6xTau8OMra5Im7HBzmAODqd6SVbZH9YvbuHJHR9w8fxp/MXGT9Zb\n3bn0THwK+gejHpL5Hq5f3IJCW6r/JtYGGLTx0KaMD/LIyrlMqKviRz//bcoC2b1HehKWAxgLba3m\nGCeNrebkCdUJhslqTq1t2Zn87Jtz8SkIBvwJWUD8PhLSWBnt8LLAIVtEECGUDfmsT8mEG+tKcpnX\nsZpDMyrfNtZVcc2f/QGTxlbzXhbreJy2bf3ilrhXBvDo6nks2fCSbbuNtvaFh/jdoW7Le2/I37v6\nBrnmsZ3x0iYnT6ylNik7x8e9A7y5/yg1AT9doUE2bN1Le88Am1fNiy+INR/b6Ng/7g3T0Rtmw9a9\nrD7rlIR2zJxSz5XnTGfK+CCguOnZVENiCBus3hsg7bqxmVPq+f/O/0yCkbQStTyxZkG8bEvysdad\nfzqnnzAuYT7vvY966RkYSrkXydume54eXVQrgghh5JPsaTy2fT8blrXGQ3v5eBdurGnKZdI5+bzt\n3Z/MnRzoDHE0NMh3TWXAgZzEGua2hQaH2XukJ8Ewmdct2QlCjLZ+2BVhQm3A0sOYUBtgbHVlPCx3\noDMU9yieWLMgwVs4fGwgvmjVbHya6qpSPMr1i1vY+rvDXPi5qQwOR+IGydwOK9Xd+sUttHeH49dp\nbJvOU07+7s6lZ/LQy+9Hn48pRdKE2gCTx1Xzf0xZ4o1zRCIRQoPWXlhNIJrv0Ej95PNBdaWPqza/\nlTJwqAn4becZy03gkC1inARPYufJJP8g66sr2LxqHoPDEQaHNRv/cy8vvtvhaBRZiFxj+Rq5QoUu\nzW2LRDS9A0MJKkEjRNa2vDUe5opErLN0N9VVMTgcsQwTjq8NxEOF6dpsJdC4+tGdPL5mPhUVPksF\n4rSJn+KitpdorKuKh+PqawLxdlglYr3msZ0JGRqM0NeMSUHbjn16Yx0Pf2MOR7oH6OgNc+ev9nDx\n/Gl0hcJcPH9agpe07ZqzLcNrwxr2fdRreY80JCzm/cW3/zjuiZnbve780+mLpbVK9zxHKmKcBM+R\nKWSRLq/c+sUt7DnSk9G78GpYxDw3NHNKPeNrAzy6Omp8hyOaSn80k3UwkPvcgpX8/P5t73L+zBMS\nvI62Za1MqK1KWFcFUFHh4/ix1SnJd+9ceiYbtu7lnOZJOWe2GIyVm7DqeD/o7It7Y4axmTmlPt4O\nO0NueERmDyldx94ZGmTpT19JONaug93cd+lsrv7XNxO8TasaWHevmIXWmtu37OGWC8/gOzHP1/AO\nTxofjOckBOjutzbmJ02Ipqgq12KB+SLGSfAcTtcdWW1nHimHh4Zts2bbneORlXNLGiIxp9a5eP40\nLr3vtXhy0L95/H8SOsD6YG6lxZPvRySi+frckxM65AOdIVY9GE0Ye/y4YMpaocpKP6cdNzbBwBml\n3/cc6clYpiRb8YhV8ldjfmlyfRX/snIuWmPrzW397lmOM9LbGc5Kv+LKc6YnzP3VBwOWSYg7esO0\n9wzwo5//jh9d8Fkmj6vG71PUBipSBB9Hugcs2x2s9DNpbPWICtVlg0jJBc/hVJKdLq+csTjSbg1U\nvtLqbMgmNZLh1Vz/1dPjnfvqs06xXIDaFQo7Pm7yGjHzNRoLhK3uR2ffILuPpO43NBRJMHRNsUza\nJzYE45Lrh78xJyVNkUG2634+6k2UfxsZwH/26vsc+Lifv9j4Mlf+bAe3XnRGwjE3LGtlfG0lU8fX\n0DTGWUdvt7Tgd4e6WfvkW9zw56fz1BULEhZXJ68fMq6vvWeAZf/8Kpfc+xr9gxEm1lWlHN9OKl5V\nObq7Z/GcBM/hdFRtt11feJi25a3c8MwuW+/LibQ6G9FBOq8kl8wMWuv43Mr0pjrWLmxOSH3TWFfF\nwa7+lJpWdsfN5I36bArw1QT8XHrfayn7PfyNOdzwzC5WzDuZyeOCDAwO0zQmwFNXLLAs/2F1jU4n\n9CMRTd9AYvLXU5vqWH7Pq6xd2My3Hn4jPrD4+//4HevOP50p44P4leKHP/8tNy5qsVQd2p3XSuJv\nCBQMj9JQ9tl55umuL/n48YKRfzmf3vAw733Uy3X/9lbOysx0lFNNJzFOgudwuu7Iaru2Za0cV1/N\n4FAkQUIMid5Xug4oedtk0sm/kw1FrqmRggE/3ztvRkq9oid3fMA5zZM4pbGO/R/3WdYKypQOx+p+\n+BXcufTMeEdvnC9sseboQGd0cevln/9UynxKdA1PraMOz+mEfkdvOC4u2LG/i1WbtvPIyrlxL9nc\nvh37u7j0vtd4dPU8OnrDPL/rCD/4yifP0clgIUHZGI7mxDMrGw01npPaXFbXZ2W4GoKVfHg0xPJ/\nTpzrMj/TfA2LV+dZ7RDjJLiGW6Myp6PqdNu128TxzSUJMkmrreY/rH7gRuVSKwOUa2qkoYhOCeVd\n89hOHrhsdkJlVfNapXTHVTaekVLRezqs4T92fsADl82OryO6/8V9XPtlm7Idfl/cMBnJaSv9PiIa\nukJhxtdmryKLRDQf9Q7QPziMXymCAT/1wQDhoWFu37InYR7LKG9ul+9ufG2AG5/5bTy8a4Q8Dx3r\npzcmBTc80XSy+fbu1Jx4hhrPatCRXJsrXa47s7Dn0LF+hiI6xUM2nqkbhsWtHJLFYnQHNQXXSDen\nkWk/q3kTp3nAjO2OGxeN1xu54hqClRnnNIx9T6wPMnlcdYK0+u4Vs2gIVqa0zeoHvmrTdha3Tklo\nl9GpZEqNZHf9dpkKPu4Npxis1WedEj+uipUaT56D8iss88L51Sff/1nL8RzpHqC+ppJTJ0VDiWOq\n/Sn3sW15K33h4bhh+u6XZrDu6V0s2fASl9z7Kge7+rOerzPenwvuepEv3LSVr218md2Hunmvo5dg\nIJrmyUjO+sjKudRVVdC2vJXHtu9Pua67vn5mfBGrkfuuKxRm9+FuLmp7iSUbXmLd07v47peiOfPS\nGXXDwz63uYm25a08unoeD39jDn6F5fNJrs2VKZWWcd0Xtb3En9zynwntMq4nUOF3lLcxE+VW00k8\nJ8EVchmVuRVmsDuOUTsokydnF2axCtWNra5IK1c2MDqVdCHKdNdvNydmVeDPEIBsWNYaV8wl30uf\nz8f9L+5LSNdz/4v7uHFRCwCVFT4GhyLxBb8nNgS59aIzOKWpzjYEdWJD0HJtkTEnk+65J3vYXaEw\nh472c8uFZ8QzJFz9aHStT1312Pg9NAodGs/3xkUtRCKReOolBbz/cR+LW0/knOZJca/yB19JzZBu\nKDvXPb0r7Voio/aTuchg2/JWzm1uSsk+kVybK1PHn05xuu7pXbQtb2VCbYCDR9Mn0bW7r+b3PVuF\nZKkR4yS4QrajMiOU4STEkgmnhtFIwtk/GC1XUelTVFb44pJsu0wN5mNuXjXP8gfeFMsknmyAMoUe\nrc7x1BUL8PtIWUdkhA/NnNgQ5MSGIJtXzYsbJqt7MKE2wFVfnGE7jzcU0Vy1+c2Etly1+U0eXzPf\ncm7o+HHR9oTC1s89FB6ivZuUsh1dobClkKPSrxKyRZgzJAwORWzvYXK72rsHEsKhxj0a1tp2UJEp\nj2JnaDAlEe2qTVGZ/a6D3Qlzbjc9uzvhvJk6frvfzfSmuriM3+dTGQ2Lk4GeWzkki4UYJ8EVshmV\nZcrzlm2YwYlhtCv0VxPw01U9mDKJb3dMv7JOfXP8OPuMA3YT/1bnMKvwGuuqWHf+6UybWEtNlZ/x\nwaiBMXeId6+YxXHjghw8GkorAMk0j2cXRjQWxSZTUeHjtMljOXSs3/K5/zaWey85Ceqho/1xI2Sc\nw5irSfYezBkSnIon7Drg6krr9/P4+iCTxyYmYU32PmzfBZ+K38/KCh89/UMpoeFMHb/V7+bc5iaq\nYgufO0ODTKgNZDQsTgZo5ZbySIyT4ArZjMoyhTKyDTMk/8CNxZnDOjqfYyyKtEqXs+780/m4d5Ax\n1ZUJnZ+dsfX5fI5H8U7afW5zE4tbp8RDbeNrAnGv4kBnYl665LQ+5nM7GRyka2Mw4OfeSz6Xkng0\n3bPw+RSTx1anlV0bHSREBQS3XHhG2rka82cnTYjWvGoIVjq+p3YdMFgPKpINk50Cz+7emu/nxFqd\ndcef/Ls5t7mJK885NZ6Y1uwBpTMsTiMX5ZTySIyT4ArZjMrsfkhOQixWmH/gRjaF5HLednNFRqeY\n/CNOZ2zd+oE3BCu58pxTExLXbljWGpeHm9tp9oCszp1PyCZdEtZM+zuRXRttP9BpX022L5x4/w2B\nw03P/o4bF7VkneTWavtM76ed9/H4mvmO7m0u74VVKilzRvZkD8ju+OU2n+QEMU6Cazj9cdr9kJJD\nLNmc1/wDN5dDyDRXZHSKyT/iYoRAOkODKcUSVz+4PS5HNrczUyeTbXvN4SullG0S1mzWK9nJro22\nn9gQjFeTTU5tVFXhS5izW7+4he9sfjMuZnCDTO9nunx/hXwXzO0y8gcmtyFTqLvc5pOcIMZJKDp2\nP6RcDJOB8QO3+3FbzRUZc05jqistf8SFCoGY6yJZtXXaxFpLcUUmnLY3OXz16Op5Wc032ZGpgzS+\n+/FzuxPm0ibG1kRtXjWPD7tCdPSGXan+my3pvI9c3oVc1v3lknPQOMeksVUJBQmdnM/LGSPEOAlF\nxxjlP75mPv2DEfyxSp9ukGmuKHpOa7VeMX6oZsNgFOZLnivz+aIdtV+Bz+dLUbzl28bk8FVHb9jy\nngHxOTunHlQ6DyOT99FUV8XHveGEyrUblrVSX11hmybITdz0PnJdJpFNG/JdiuH1jBFSCVcoCYX6\nYeR63GL9UM3VXyNa41OK7/zrm7ZzZebzu9XGDzr7WLD+V/G/rYr0GbLo9p6BeEqobLOgZ0t79wDX\nPrEzQSDyxnsdfHXmiQlrjArZgbo1QEmu2gzOqzQ7bUM+53Bjf4fk/JDEOAlFx1jjZIRwjDVO2f4w\n0iVbdfLjTp53uX/bu5x58oR4x/jY9v2Wk/G5dmCRiOa3B48lrPG5Y+lMevqHOHliLX9hUzrcXM7b\njc7E6jjnNjdx/VdPZyii2Xukh9u37ElI5fTjC8/g+FjZh3zK2Ke7b8lGE+DBy2fHS4WYr/nxNfNp\nGlOd1fGLidW1QLQ44QkNNZ44RzHaiJRpF8oFt9Y4OS1ImM3+d339TO745Z54hoX1i1tSqsHm4710\n9Ibjhgmi8zpXPLyDdeefTsRmkaiRVy3dHFW268KsQkdXfXEGk8dWc/BoKEGMYZzjhPpq3jnSS03A\nT194mJMm1DhO8ArO7ptVSHbyuKDlNfcPuvdcCkEx1HP5nsPrCr+S5dZTSj2vlGpXSh2K/XepUqpS\nKfXT2OevKKU+bdr+s0qp15VSR5RSdymlJC9gGWK3xuk7556a1Q8j31xjVvuveeiNeI48o13DOvN+\nxnkz1W2yU4NNm1gbXyRq5sSGIJUVvnjOwt8d6rbcJtvOxDw3lFxvySoX4LnNTXT2DbL2ybf42saX\nWfvkWxw+1k9XyHleNyfPa0JtgLZlrfHzn9gQjKv4kq/Zn2Rv3Mg95yZO6lVlU+cr13MUcv9CU0rP\n6Q+Bk7TWfcYHSqm/A5qBacAc4EFgrlKqAngCuAv4CXAvsBLYUOxGC/lh10EfXx/kgctmO/5h5JvE\nMl2hQvPfyWFvu/3sSihk8gxObAjGsz9sWNaasuYp4P9E5m0nw86lM8lmvdS1X27m60lVcq9+dCeP\nrJwLtc7O5+R5+XyK4+qrWXf+6fHFwB/19HPzkpaEubibl7SkCGi8ltQ0kzjEDU8v3+UOXs8YURLj\npJT6FHDIbJhiLAW+rbXuAbYopW6JbXscMBa4TWsdUUr9BLgNMU5lhVWpbYh20O939PGZ48dmFC2Y\n54gKEdIwJ+60Op7dfnYlFMzzQXZKrIm1VXT0hrl9y+8TErPevuX3/OArn4kfc8f+rnhm7tMmjyEY\nqHC9MzErKfsGhtn3US9DEeuQY7JXmQ6nIaT6YIDJ46oTMiZ877w/iBusvvAwk8ZGxRm5HL+YpAsv\nu1W+It/lDl7OGFEqz2k2MFkpdQAIAo8AVwJTge2m7fYBM4B64Ddaa2MY9G7sc6GM6OgNc8Mzu1I8\nBGPO6bb/PdN23+SR5rnNTSnHsfIi7GoEWRmKDctauX1LNLGq3fHsDEy6OSODdCPV8FC00mtyfrzr\nFn4modPdsb+LdU/v4ok1C+JpmfId9VoJCZrGVBOp1dRWVTA4NGzZ8VdnUUbcqUTaLkP8uGCASCTC\nsAato+01X2+5LUL1mqfnRUplnIaA9cDtwBjgOeASonNgXabteokaJrvPLVFKrSQa9mPq1KkuNltI\nRya1lNEB/9+FzQmhmx8/F5UsJ88jmEkeaRqduFEqwep8dslejWqtVp3gjYta+MFXnBU4NDrLSCz0\n52TkbjdStRv5V1f6UnKvXfflZgaGhjnQ2ccNz+xKKZFh3C+nmSIyCUsiEW3r8TklmxCS1T2aUBuw\nLPI4o2kMFf9/e+ceH1V55//3M7dkkkASINwkFqV4YRWEKATotrRssa22VsFLERCoAlK32lVrW8u2\nu9RXBerPra0I0iqiqFDF0up6WyrdrXhBRF3KRRZRCdcQE8hlMtfn98fMOTln5pzJzCSTnMDzfr18\nSSZzznzPczLP9zzf7+f5fj0uvbXF+vnjCUdjeN0u+pfY9wHrbpy40nMajpCSCyG+B3wZ+AIwRkp5\nKPH6BuBp4CTxcN+UxOu9gaNSSr/NKXWUlLxryCSGrkmYtcoMnzWH9VBNn2IvlX2KKPNbrwZykb3a\nSa8XX3EBF5xR2qHW11YruVu+MpyFa981TZ7nD7QOVWbT6h1ICC5iHG8Omfb8GJWOQ8r9/OmWiRw9\nGcw4l5GpPL27Zdp2dj554ziGJO5/d6r1sh0fp6kL80jPkpILIa4D/iKl1GIYQ4Ao8DrwReDphBrv\nYuIrrL3ARUKIQillK3GxxMddbrjClkxi6Fro5Y/vHuDyUWeYCo2umFFFL58n6+Z7xn42mbY6KPK5\n2219rV1TpkVCtZXco7Mv4bPmEA2BMP3S7K/KtjlivHZdMKWvkFbNXXs9EEptqpcul9FTqlnb2Xms\nMYjfF5/GuqsFeS6OxuliBCfQXXLsccAvhBAlQogqYA6wHngYuFcIMZm4U2oFtkopPwM2AauEEF8A\nlgJru8f0U5tc5a2ZqrHOHdCLGyaezc2JFYb2vgc2fcixpqDefFBrn63Jge1kr+V+L8caW/n0sxZ2\nHDzBLU9u11vEe93WMmStR5CdQ9Vaet/93AfsOHSST+qaqalvIWKoNZd8vaMry5haVYnbJfQNvC6X\n9dfL7nPrA+G0renbUxjGhRnt576M2LWRj8Zk1tLmfGJnp/YA0Z05nFxl7JrDt7vfpzvdlXP6GfA4\ncBSoARZLKZ8FEEIsAn4J1ALflFJqM8K8xOsPAq8Qd16KTqQjoYZMY+gul0AmJtDRlWUsmDSMwaWF\nxCSmHjbJG3OtnjTLCj0cOhF/eq5rDvHstgPccem5/OrlPdz/6h5++LXzuP+aUXqHV2POKV3r60Ao\nyv2v7uGGCWeZZNvGMJ2xF9Pg0kJ8HheHGlqpbQzic7v44dfOs+1DlOtEmk5hqN0ru6Z6drmMvsU+\nVs6sSgkV/uKFnWlbVXR1mM/Ozse27GfMmSP168wmh9NZ16DEDfnBETmnfKJyTpnT0XpgmTo2rYaa\nNvlrTQaTP/fR2Zew7GXrfj6xmGTXkZOWk5W2kXbx8zupKCng9innMDBReqfY56FPkY/6QDilvYb2\nuU/eNI5dhxstbdLGIhKJsftoIwue2MayafHJMXkvzrCKEvpZJOVzHWerMV45syoRPnTpyrRsHzCO\nngjwXs0JXcKulZOyy+e1d6/z5bgikVjKw8gPvnquqdNuptfdmTmfLqpR11NRtfXsUM4pc3IRHRgn\nIq/HhcclCITar2lXU9/C9MTGznXzqrn24TdT3vfMgvEUet2cNyCuyDJiNyFo+4TcLsG0FW+knPOt\nH3+Fz1rCaRsT9i3x8Wldi+Xx/33nJPw+D1JKrnpoCzX1AV67/UvMfOTtFFse/+5YWsOxlAmvIxNj\nJhN/tvck28k13futVHWdmei3un5oE4xoUvP2nGJnOpTTSNyQCz1LEKFwJrn0ksnlS+lyCYRA/xy7\n7qh1ifYJVhNGum66ja0RhlUUW57TuFm2pj7A0pfivYWG9S/B722b7FpD1nt7dh1p5NltB/jxN87X\nf2eX54nGpJ6UT96TlE78kA6jMMHOURkl4Jncn2z3CKULY3XW5tJMrl8bA+tr9Kcdz84MxSlxQ35Q\n9ekUOtnW2upIPTNXosIDoJflMX7ukqkjWbF5n+WEEYtJvUKEkSHlfip6FTCqspTBpX7La5FJjmT7\ngQbmrN6KW6AnpV0uweDSeMgs2aZNO49y56Xn6a8BHDnRamnLkROt1NS3lTa6cvnrTFzyGlcuf529\ntU30LfblnAzXJmXjOfccbTSJGDK9P+lq7VlhJ07wedxdnn/J9W8w3TXkghI3dD5q5aTQSX4CFELg\nFqTsxtfIZCKye7r3+9x6zbTtBxp4bMt+1t44joaWMEdOttp2QtUm5T++e4A1c8fyWXNIzz/c+k/n\ncEapXw8BWj3N2jXWS56UPB4X5w/szXMLJxIIRdh1pJGN2w9yxegzmLN6KxUlBbr9973yYYrw4r6r\nR3Hvi7szLm2ULZmsULJxFNlIxdOttDId384iV2fY0ypKnI4o56Qw4XKJjPMGmew9sjtPmd/HgN5t\nRT4l4Pe6aHIJUyfU5AmjrjmkK+lmJfI8Q8r9rJzRVi3AeC1WlQbam5SSHWpJoYfFz+9k0eUjdPWe\nMSR4Zt8ivG7BunnVRGKSwydauffF3dQ2BS1Xa9Dx1UQmk3K+qhCkC2N1djfZ9vJruV6jCsU5HyWI\nUKSQTdWAZOezZu5YSgo9hCMxhBD8/E87TPXijOfRJh9j5YOKkgLu+vp5DCotxONqq4WnTRoH61vY\nceikpZJu/fzxDOxd2K5irL3fWTnUAo+LxtYIVzz4esp4/eX2L5kdZZKCrq451OlqrkzuUXcl6jtD\nrZep7UqM4HiUIELReWRTNcD49On3uTl6Msis5VtM8u7axpDeVdV4Hu1J+8jJVl0SXlFSQDQm9RYN\nyZONNtlVlBSYKniv2LyPQw0BTgTCDK8oYW9tE/e/uoepVZX0LfYRCEUYnAj55VItesPCCXpvoWSH\n8Eldi+n98x/fllE18vZWE+km+UzO2V2rg86oJpGpsEKtgE5dlHNSpJBNqMQ4EdU2BlMmFGN5neTz\naE+9zcG2Dq8LJg3TQ2faOYyKN4lkcFkh/3bFP5jq2C2bNpJwNMZNa95h/fzxlptoV8+5hN5+L+FI\nzHYSs3PM4UgMj0uk9FN66Pox/OvGv6e8P9Nq5Ha0tyLI9JxdWXaoM/c35Stfpug5KOd0itKRiSLX\nJ327CWVg70IgVf2nPR0vunyE7gzL/F7bSUmbrJM37dbUx5vf/eY7F7Ho8hGEozHuvPQ8nnnnU311\nFY7GaA5GmP3o1pzyaEIIhEvw2Jb9phVbazhGbVPQZK9dZQwtlHm8OUhNQ4uphUfyvclk5eCkSbmz\nw2uqardCSclPQTKRGacjW2mxhp28u1+Jj7/eOYn188czvKJEP4/mzFZs3sd9V48yleJJPge0Kd6s\nHFhFSQEel4vFz+/kS8s2M2f1Vi4bdQbPbjvAtQ+/yY82/C8toSgVJfHJXJvsjzcHTbUEy/3eFAn6\nkqkjeez1jwiGY/zkGyPwuV3c++JuFj+/k74lPlbNzEx+r92Xq5Zv4YtLN3Ptw2+y50gjH9c1Z9zS\n3UpW35FW351FZ7dJd3oLcUX+USunU5DO2AiZ6VO5cYXmcpES9loydSQNgTCXPfA3y/yRNvkU+dys\nnjOWYCTK72+4mEMNrXo7jco+fpoMoT+rTbs/+cb5HG8Kcd/Vo/Qc1MK177Lo8hG8svOYvroyhhhr\n6gO0BKPM+L05v6X1BTrUEKCuOaRLyL+zqq3238oZVQwqK6R3gZdP61tMnVoLPJkXfL3zmQ9YfMUF\n9Cr0msY7k5WDk8QA7TnTbFfyKpekUCunU5Cu2giZvELbfbhJD3utm1fNostH8NiW/SlO8sjJVg7W\ntyCRrJk7lu9P4uyJSgAAH8RJREFUHs7Na9+lrinIT5/bQUNLmEUbd3Dtw2+yaOMOAuEYJQUe2027\nU0b0x+9z68csfn4nd1x6LhUlBXrFbu3zjT8PKfez/3hzin31gTBSSqateIP5j29j8ogBKXmw+U9s\nozUc49DJAJ/UtfDApr1c+/CbzFm9lVmPvG25YmivhYcRq5XDyhlVuF3oq6POXq10hHSbWnNdyauN\nrac3yjmdgnTW7vf2QkbJk+MDm/YyZ+JZLH5+p+4kbphwFis279OPqakPcKghwMQlr3HV8i0EIzE+\n37+YmvoADYEw3588nNv/8L5pwr35iW2EojGWTYs7JG3T7pq5Y3lu4QTuvPQ8vV27dsxdz37A9ycP\npyEQNo1BSyiq/3vljCoe2LTXdE2aEzeOoV0e7FBDgC8u3cyijTu449JzGV1ZZjpHMnb3RWvhYURb\nOWxYOIHNd0xi8RUX8NM/7uBbv22b2J1UDTtdGO54c6pQprucqKLnoMJ6pwBWXVU7uhEyk5BR8uS4\n/UADS1/aw7p51UQluAX825//rsvIoa1mHrRNUuvnj2dIuZ8Vm/fxq2tGWU64UsLSl/boYoQ+xT7u\nfXEXr+w8xrp51ZbHDO1XxC//c5f+uStnjKGsKJ7/8rpdFPlctmIGoygkXe0/7bOMqkS7BwEroYmx\nhUcyLpdAIPSwo4YWonWSaMAuDAfQEnSOE1X0HJRz6uHk0lU1EzLJW1lNjrVNQaIxyfTfvaVX/d55\nuNGUg/rVy3v099fUB3AL9En7cEPAcsKNyfi5tXzR6Moy/dy2zqMpxHfGfo6fXjaCAo+L480hU8+o\nVbMuZs3csaYNtJoTd7mEnnsCycoZVcx/IrU9uvE6yvzelAeB5AeH4RUlbFg4gdZwDLfAVq2nkW51\nNChRP9ApJXis8pS1jUH2H292jBNV9BxUhYgeTr56yWTSPsOuv9Cv/+tDvSrE6Moyvj95OJV9/EgJ\ny17enVIxYsPCCfTx+zjWFAQk9c1hkyNYfv0YKnr5aGiOcNPjbZ/14PTRlPp9tIYjRGOkOI/HtuzX\n+/3YVWnYsHACApHixJOvbcqI/vz0shG4XcK28sW6edV6PUKXy0W538ve2qYU5zGgd0G7bUUyvb+5\nVsLoKg7Wt3DLk9u549JzzY0bZ1Rx/qDeee3/pHAEqp+THae6c8qlB1Mm2E2K6+ePN/XLATjeHNRX\nAgUeF7uPxFukGxvXrZtXzV92HWF69VBqDc3i5kw8iwGJfVDaCmb+Pw5Ned8Pvnoug0oL2P7pCYp8\nbv3ctU1BFl9xAaMqS4nGMBWs9XpcRGKScCRGVEq+uHSz5TgNKvWnTI7pSg4l1x7UHFcM2F/bzAOb\n9lLbFOTJG8fpPauM51h8xQXMWb01I3Vdroq8WEzycV0zn9S16CrCz/UtYmjf4owm/s5yGNrfUUVJ\nAQsmDaPM76UlFGVUZSl9ijNv66HosajyRacr+co7WOVHVsyo0lcMxvBhXVPI1LzvRxv+N2UFc0Z5\nId+6aIhelmjKiP785BsjaAxG+KSuhZICj34NY4b21d+nsfNwI+vmVTNn9dYUW4f2K6Z3gddU9DV5\n0nt6XrXlOHndLsvJsU+R/WZgY35Fqws43VBuSQv5HWsM2qrztH+3J/E3CiOMocD2aAiEOHqylUUb\nd5jyW2VFXvoUd15X4/Yw/h1p+bhVsy6mzG/eiN2RbQ+KUxOl1uvh5GuzYvJG3PXzx/PAprZwnTaJ\nHGtqU2ItmDRM7yqrveeuZz/gR18/n4+Pt+hht9GVZXz3C2cz4/dv8c3f/I1FG3dQ6HPrajc7dVxU\ntm3I1RhS7ufoyVbqE6o8TWF4+ETANOlJKXW1n3bcsmkjiUnJkROtKZtz7T7Lm3CAWn7F5XLpdQGN\n17xg0jBaw1HLcxgVhJkKA+qaQkxf9SYTl7xmUuzZEQhFU+7Fnc98QCCUwWd1okS9vQ3d3aE4dMrG\nZUV6lHPq4WRazSGXL6Rxn4mU0pRHWjmzivuuHkU4GtMnFzunIgQMLmtbtdw+5RxLufjtU84BsK0S\nUeh1sXJGagPADdtqCEWiHKxvoaa+hbufa2troV+LELraT9uDtfSlPXxS12IpBZdSpjj95dePIRiO\nmsbObnLt36uAXoWeFId4/zWjTNL6IeV+/D53VpL9TJyFbXfeDObhznYY6fYrdXbTv/boaPUURdeh\nwnqnAO1Vc+iMMI03UZG7oqRAT25XlBSw7OpRPLNgPHXNIcLRmGXozONyEYrGeHT2JTywaS8DSwst\nJ7/BZfFJ6tltB1gxo0rfu6TZ26+4ALcLvRpDQyDMxu0HuXLMGSYV3pKp8RWR0ZaGQNik9tNsawiE\nbaXgg0rdpoaGL7x/kGvHfo6DDS0Uej30LfbZhlV7FXqZ/ejbpurpLYnW75p8fUh5vMXI0ZPBtPcm\nF2dR6LW2q9Db/vOo3TVFY5JYTHZqLqirm/6pMGLPQQkiejCZJq07Q9H3WXOQPUcaaQ3HWLRxh8lJ\naZPKb6ePxiWEqVr48uvH8Nu/7NXzVMumjaSy3M91q1KFAk/dVI3PLeJChqikNRLFJQReV/y1Mr+P\nhkCIPUcaufOZNuc4+9G3U85171UXIoTQ7Zsyoj+3fGW4yTYtN6Ttw1o3r5rb//C+7hwOnwjoTm90\nZVnK9Wo5t2RF3kPXj6G0yGsrwNDamfs8biSSqxItRuzuTS73ryMPJJFIjN1HG00PB1ru8J4rR3b6\nJN6Var18CYgUtihBxOlGNpNPrmGaWEzSEAgRCEWJxCRet4szEk/Uxq6w2vlueXI76+dXmzbKGqXj\nWt5j/bxqvcW5MVl/5EQrZ/cv4vCJtv5OybLwPkVelr60h2XTRlJS4KGhJWR5bd5EcdbVc8bS0BJf\n+fx19zHWzB2LlPDpZy0mxzSk3G9S4wFEYm2hMbtWHloxW2Mtvn/d+HcWTBpmK1QxTu7xUGT6e5PL\n6qIjtenqA2GEwFR9XRurn32z83NBXVld3UkblxXpUc6ph5JNeCKXL6QmRT56slV3IlNG9Ofuy0aw\n8XsT6V3ooaKkwHTOeK4GvZ3FunnVpr1A2nsiUlLRq8BULNXvc/Nvf9rJb74z2lJg8OjsS2hJOMll\nV4/E53EzfdWbpnYbxmvrU+zj7svOp9Dj4p4XdrH9QAMrZ1Yx65G39VWfMby2atbFDCqNhxWPNwdp\nCUZNocF0JYxOBML0KfIybcUb+u+0Sutabs3OoWRyb3J1NLlO+trDjFW34Z4+iXd1GFGRO8o59VCy\nWQ3l8oWsaw7pYgEtrHXDhLNMHWqXTRvJ0pfMqw+/z91u2Z99x5pNuY9Cr4um1gh3X3Y+EZtE/olA\nmGkr3tBDhc3BtnYbyZXQV8yo0ldsRjs1B1NTH+BXL7eVQhpS7mdQqZ9YTHLoRIBjif1V735cx0PX\nj+Hmte+mLWF027r39BJMxt8Xel3tVivP9N509eri2W0HUsZ15cyqHj+Jq2rnPQeVc+qhZJuHyDau\nr4Wbrn34TQBWzqyyfJI2bihdM3csJYUewpEYQgh8bsGRk0FT7mL59WN44o1P2HusiTsuPZfHtuw3\ndax9dPYlukM0fk5yN91HZ1/CnNVbdce5YNIw+hb7KPV7CUVjXPbA31LsDEVjlteghfJ2HTmZEk78\n7z1HmXbxmbSG4/kvqxJG2w808PpdX6a+Jaxfq911WN0fp1VI0ELGxjb3/XsV6G3uu9MuJ42TIiNU\nzslJdMWXqCPhCUlbLsnKvlhMIoSgf++CdsNawyqKef2uL+P3uTl6MsisRHJfe9L+83s1ptzFb/+y\nl6lVlazfVsOvXt7D0mkjdScD8crmyfkoqzp2reGo/mS//UADi5/fyZKpI1n28m6mVlWm2tm/hAK3\nYOXMKpMD0sasrjlkGU5cdPkIPmsOcfsf3udPt0w05ZY0xzSkPN4p94FNH+rX2rfEl/HK1rgqcsIE\nrK0u7rlypGMcgaokcfqhnFMn01VfomzCE1Y2aaGu2qagyT7jeytKCnRHYRuiq21mYGkhXo8rJQc2\n//FtphWPxne/cDYQr2J+IiHl1tAqmz91UzVHT7ZS6vey7OXdKZXNm4IRXAIenzuWmAQh4N4Xd/G9\nLw/nwdfibTC0FdWQcj9uERc4VPQq4E+3TExxzHZh0r7FPhpbI21VDfxwIhDmtnXvme6vW8ArO4/p\nObaVM6tyyvM5ZQJ2Ugt4UBLw0xHlnDqZrvwSZTqB1DWHuP/VthxLOBrD43LxH9ddRCgS45l3PuXG\nL36eil4Fpt47NfUBlr60h8VXXMDn+xen7D3SVjS1TUGevGmc7eRuZEi5n74lBYyuLKO2KUifYp8+\niRvDcwD3vBBvd3HHpebK5o/MvpgTLWF+sL5NbLByZhW/+PaF/P5/9nHDhLMAuGHCWXrYMHm1dO6A\nXvrYaPX4pozoz9SqSn2V9+y2A1T0KuDsimJT5XCrh4K65pDJGa3YvC9lBZhJns/4t1NRUsCRE60U\nF7jxJ/ZVna6rBCf1rlJ0Dco5dTLd/SWyCgvFYjFTXkdbOd329HvUNgVZfv0YBPHcY2s4tUfTnNVb\nWTevmt//7SOenlfNwfqASV4M4BbCVjWnva45tKUv7WLxty8gEIrqgobk3JNxdaeJF/oW+xhUWogQ\ngrmrU1dpGxZO4NtjKrn/1T3ceel5zFm91VLyftOad9iwcAJ1TSE9rzKsoph/nnwONxuc70MzqhjU\nqwCfr+1rYhd2Sw6z1jYFGdC7kA0LJxCOxPB6XHhcgsMnAnrPrfpA2HQe49+O3b6qUyGMlUvoUknA\nTz+Uc+pkuvNLZBcWKvV7UyboO59pq4iwcO27rJtXDYDHxskMLC1kalUlXpcwlR7Sfm9U6RlVc42t\nYVOVBc2h7TzcyNobx7Hlozr2HmtK2Uyr2bh6zljqmoK0hKL0KfYxqNTP4RMByweA1nCM4RUl3HPl\nSFpCkbS5stZwjPtf3aM7xEWXjzCJJWrq4yWVnrxxHEPK3ZZtNJIdhl2YNRKJpagAv3nRkJQKGAMM\nOT67fVU9PYyVa+hSScBPP5RzsiHXxLTVl2jN3LFIJAfrW/KaXLYLKT5lE3Ir83v1f0cSpWk8bpce\njqooKeD7k4dzZt8iojHJs9sOMKTcz+o5lzD70a2mSaLM76PM72PDwgm0BKPsP97Moj/uoLYpyEPX\nj9H3Ghk/PxqTbLh5AuFozLYWXENLvEGg9jlg/wCw71gTzcGIHrLTyhNZvdctYGpVpe4A7JzYscYg\nfp+Hil4F7YZsrcKssZhkz7FGU1jxweljeGDTh5aruVWzLub+V/cwrKL4lAxj5Rr2VhLw0w/lnCzo\nSGLa2EE1HI3h97qpawox65EtWZ8r2ab2nKVdSNFlsxrSqmMPKffjEoLjTUFaw1FTBYabk8r9/Pq/\nPmTW+KEsvuICzupXTFGBm37FbcU8rdqK37z2XV1ybvz8T+pa6N+rgPMH9U7J2WjvSW7p/tzCiZT7\nvTx54zh9JfLstgPcMOEsPf+lScO1iT55v86qWRfj98XHUPu8dPuYBpUWph3fUCRKbWPQ8t5YqQC/\n9+S7LLp8hGmDck19gHAkvvK79Z/O4cBn1h2Be3oYqyNhb6eJNBT5RVUlt6AjLQNiMcne2iauWfkG\nX1q2mb8fOql3b7U7V3sVwzOtpKytKLSq4X++ZSL/9S9fwuVqU49BW7uIFZv36XuP/vhuDftqm9hX\n20xtU5CTrRHdMWl23/XsB/HQntvFnNVbmfH7txAIk5O0m3yG9is2ff6SqSN5YNNe5j+xjbrmEH2L\nfSk2Lpk60lTBu6Y+QCwWY29tE9N/9xbTVrzB4ud3cstXhrNx+0G2H2jQJzqjHPrzFcWsnz/eVLW9\nzB/fu6N93orN+3hw+piUz3922wHdIdhV0I7GpO29SacCTD6Pz+OmPhBm/uPbeGDTXpZMNVc0PxXC\nWF1dhVzRc1ErJws68nSX7NiKfO6058pklZYuFKIpxUKRKMUFbp66qZpQNEZtY5ColHoeZ8qI/qy9\ncRwuAR6Xi3Asxv3XXUQkKnn4r/uYPGKAHspbMnUkBR6X7aRqXM0kj4ldyM3tgqduquZQQ6qYQjtH\nmd+bUpcvWUIek6SMxcK173LvVReyfluNaaLThAp1zSEiFquawaV+fd/T9gMN/OcHB1l74zi9A69W\nz09zCFYh25Uzq/jFC225qmSFnVbNPXk8Knq15ZeMjkfLp9XUW1ex6OlhLJU7UmSKck4WdETUkOzY\n7MJF2rnsHM+6edV6u/GgoWeShuYYaupbONYYTMjDhUlevWzaSL3+3Ss7j7HzcCOLr7iAgb0L8XoE\nDS1hvR7c1Koh+qS4cftB/nnycFv1nSbxthqTcr+XlTOqUiop/OL5nfzo6+dbiil8Hjd1zSE+PNqk\nixI0tZpRQr5q1sWEY9ZjMbC0MGWia8/xezwuzh/Y25THKPd7KfJ5GFRayJgzR5qcmVXeIxaL8crO\nY4yuLOP2KecwqMzPp3Ut3PpUXAm5Zu5YS4c2uHehZf7E+Le3/UCD3sLjuYUTe7xjApU7UmSOCutZ\n0JHusslhC22/i9257FZpNfUBrln5BodPthKJSstQSCQm9fBWazimOybtHHc+E+/Iajxvkc/NTY+/\nQ5HPw5l9ivTzGhv8TR4xgMXP/z0lrLRyRhXr3v5Er4qQPCZaSPPXiUoJzywYz5q5Y9m4/SCv7DxG\nIBxNCd1p5whFoqZQ1vYDDTy2ZT9rbxxnCsdpkvXksSj0ulMaLWYSnk1uhOfxuFIa4xnDrloIsu33\nLqaM6M8dl8bb00++769688KKkgJmPfI2A3oXmJpBnj+wN16v27IBX746GzuJdM0HFQoNtXKyoCNP\nd+3td0k+l90qrSEQpqKkgEAoyvLX/i8lqb/8+jHcYwgn2YUPNUWe8bw19fFq2sU+D3+YX83BhlbC\n0Rj3XzOKH6x/nzK/l1d2HqO2MWQqPeR2QfWwCr4zbmiKEALMzkBL9g8pj9fF2/JRHb0KPAwu9duu\nGGqbgqZQVksoSq9CD32K25Lgfp/bst1Gkc9teh90zp6z9lZffYt9/PSyEUz/3VsmJ2hsXhgIRTPu\nFaRWFgpFHOWcbMhVGZTt5GIVg9cqLyyYNEyfhDVHoRU3bQ1HTWovu/BhSyiq/1s7r6ZCu23de6bC\nravnXMKGmycQisT01Yux2Oq6edX0LSm0vZ50yf+VM6v0wqFW42ocBy2UpZcMMlDm9zGgd6Gp2veA\n3oUp74PO2XOWiXzc7RK2Dwa5JPuVKk2h6GHOSQgxCXgIKAOWSykXd69F1mQzuRidWSAcZd+xJl0s\nYNx7Y3QU6+ZVpzgjq3I59109Cp9HsOn2L/FpXYsutdaclBbmg/hkOvvRrayfP55/T4T0ktslJCfk\nk+Xtfp+1Mxhc5mdg78K0T/+ZOnWXSzC0bzG9Cr3tOv/OSL5nsvqyc4ItoegpF5JTKLqKHuOchBDl\nwHPAd4E/Ay8LIbZKKV/qXss6jubMYjFJczCiN8FrCUVtQ34rNu/Tew1p4UO/z829V11IZZ8iPqpt\n5t4X42q30ZVlLLt6FHdfdn5KNW1trxMkNuNGY5YhvX4Wlcutwl1r5o5l1iNvm15rzzElj0Nnvq+j\nIbJMVl+WKr4ZVQwqKzTV5DPihOrjCoWT6TH9nIQQ1wP/IqWsSvx8JXCllHJWuuN6Wj8n46Tldbuo\nbQqaqgsYq4n/YX41u480UeRz6w6rtinIsmkjiUlMK581c8cSCEctz2VsFrhuXjXXPvxmymS8fv54\nBpe1CRHs+kltWDgBgThlJt1MN2Rn42ycVH1cocgzp0U/pzMBY++Fj4Bzu8mWvJG8KuhXUqA/+WvF\nQ387fbQue24ojaTkq5a+FO99tPiKCxjWvwS/Nz5Z1ja2miqT+33ulFblBR5XSkhvydSRuJP+xOzC\nXeFILOPkf08gm3BjpqFc1f5BoWifnuScXECD4edm4rmnFIQQ84B5AGeeeWb+LcsjlpNecds/jRNn\nNCb5xQs79ZDdwNJChpS15YlcLpepuOnoyrIUB6ZtPjWG9B7bsp97rhxpMuF0qhLd2QKF7q5cr1D0\nBHqSc6oDPmf4uQiw/DZLKR8GHoZ4WC//pnUfyV1U77lyJD/7pvUTvpXMPdmB9S328YOvntuuiEDt\n9M+d08mxKxS50pNyThcCf5BSnpf4+SbgKinl19Md19NyTvkmk9xIpvkTldTPDZVzUpxG5PwH3WOc\nE4AQYgvwN+Bl4BHgbinlE+mOUc5J4USUY1ecJpwWggiAq4BlwH3E9zmldUwKhVNRG20VivT0KOck\npTwCzOxuOxQKhUKRX1ThV4VCoVA4DuWcFAqFQuE4lHNSKBQKheNQzkmhUCgUjkM5J4VCoVA4DuWc\nFAqFQuE4lHNSKBQKheNQzkmhUCgUjkM5J4VCoVA4DuWcFAqFQuE4lHNSKBQKhePoUVXJc0EIUQt8\n0o0m9AOOd+Pnt4eyr2Mo+3LHybaBsq+j9AN2Sym/lsvBp7xz6m6EEO9IKS/ubjvsUPZ1DGVf7jjZ\nNlD2dZSO2qfCegqFQqFwHMo5KRQKhcJxKOeUfx7ubgPaQdnXMZR9ueNk20DZ11E6ZJ/KOSkUCoXC\ncaiVk0KhUCgch3JOHUQIMUkIsUsIcVgIsSjDYy4UQvxvvm1LfFZW9gkh5gshjgkhQkKIZ4QQJQ6z\nb6gQ4gkhxGYhxM+FEAVOsc1wXEViDIfmy7bE52Q7dq8IIWqFEEcS/81xkn2JY1xCiDeFEDPzaVu2\n9gkhbjKM25HE/Y05xb7E+28VQnyasO13QohCh9m3SAjxkRDigBBimRDCl/YAKaX6L8f/gHKgHrgK\n8AJ/Ab7WzjFjgI+Aj51mHzAW2J+wsS/wJvATB9nnBXYBM4FzEu//sRNsSzr2OUACQ50ydoljjgFF\n+f6768j4AbcBm51qn+H42cBTTrEPOA/YDfQGCoEXgTsdZN+3gW2J40qAvwKL0n2GWjl1jG8AH0kp\nN0gpw8BvgOntHPMD4Na8WxYnW/tCwNVSynellHXAq8BQB9k3EHhQSvm4lPJD4k5ghENsA0AIMRso\nBT7Nk10aWdknhDgbOCKlbMmzXTnZByCEOAv4GbDQifZpJJ747wZ+6iD7LgA+kFKelFK2An8DPucg\n+2YCD0sp66WUTcA64g/Dtijn1DHOJP40oPERcG47x8wCuiSkR5b2SSnfk1K+Y3jpMuB/8mQbZG/f\nASnlbwGEEOcA3wWedoJtCZvOBH4O3EB85ZRPsrVvLDBQCFEjhKgTQiwXQngcZB/EJ7hm4N5E2Kc8\nX8aRm30a1wNvSSn3dbpVbWRr3/vAJCHEPwghzgC+A/yng+yLAf0NP18EHEn3Aco5dQwX0GD4uRko\nS3eATKxxu4is7dMQQswlHh54Kg92aeRknxBiMvA60ARszotlWdomhBDAauJhxgN5sslItmMXAZYA\nZwHDgUuIh6byRbbjdwnxh6HHiUuQLwQ2OsW+JG4Fft3pFpnJyj4p5V7gZeIPay8AB4BNTrEPeAy4\nSwjx70KIVcCNwJr2PkCRO3WYb0gREO0mW6zIyT4hxLnAUmCmlDKSJ9sgR/uklJuAM4h/AZfkx7Ss\nbbsVOCylzKczN5KVfVLKZ6SU90kpw1LKz4g70pxqnuXDPmAi8LaU8sdSyueBGcA/CiH6OcQ+AIQQ\nFwMeKeXWPNmlkZV9QojpQEhKeaGU8iJgK/CgU+xL3NMpxPNTE4HXpJRpozLKOXWM14EvGn4eR/cW\nmU0ma/sSoZSNxIUQ29K9txPIyj4hxJlCiC8ASClDxOPWI51gG3ANMEVTcwGVwFYhxBVOsE8IcZ0Q\nwhhWGUJ+H6SyHb8I8LHh51bi9jV2umVxcv3uXg+sz4tFZrK174vADsPPbwBfyINdGlmPn5RyC/GH\n3kHAD9v9hHypOU6X/wBtwCcnbs6MDI4ZSheo9bK1j/hTzRbiogPHjR/wD8BnxJV6buBJ4JdOsM3i\n2I/Jo1ovh7G7n3i4rASoIh7vn+og+4YDh4GzAUE8d/dXp9hnOOYjYGw+7cpx/G4H3k7c24uJh7vX\nO8U+wzG/BB7N6PxdMcin8n/EFWSPA+8BdyVeuxbYkOaYrnROGdsHfIt4Ir82MXkdSXcd3TF+xPMk\nHwOHgFVAgVNsSzq2K5xTNve2N/EVcTOwB/iek/72Er+bSvzp/zjxJ/OzHGbfWYnx8+R77HK4v37g\n0cTYBYnnm85win2J31UCR4GBmZxflS9SKBQKheNQOSeFQqFQOA7lnBQKhULhOJRzUigUCoXjUM5J\noVAoFI5DOSeFQqFQOA7lnBQKhULhOJRzUii6GCHEbUKITOu4KRSnJco5KRRdz21kXmRUoTgtUc5J\noegihBBLkuruHRFCjBJClAsh1iY6iv6fEOJbifdvFkKsE0IcEkL8PyHE20KI/UKIPkKIj4UQKxJd\nRXcLISZ168UpFJ2Mck4KRRchpbxLSjmQeDX1S6SUA6WU7wP/QbxmWyVwHbBaCFGSOGwXsIB4j6iv\nE+8+ekHidy7ifXV+CDyd77bcCkVXopyTQtH9XEbcAdUAzxMvwHt24nf/DZwE/i7j3YlP0va9fVDG\n+VPitUyb5SkUjiefnTAVCkXmfFVK+R5AQizRnHg9lvR/I8aHS4GzeokpFB1CrZwUiq6nlsTKSAhR\nQbyd9veEEG4hxDDiYb/BGZznFhHnSiAM7M2XwQpFV6NWTgpF1/NjYKUQog/wEHH13nLiTqkFWCCl\n/CTe+T0tjcT76LQA10kpg/kzWaHoWlTLDIWiByKE+BiYJKX8uJtNUSjyggrrKRQKhcJxqJWTQqFQ\nKByHWjkpFAqFwnEo56RQKBQKx6Gck0KhUCgch3JOCoVCoXAcyjkpFAqFwnEo56RQKBQKx/H/ASEQ\nTDcvfe1wAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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cTPexy2Ymx2wtpON9Ydz/YrLOU3XAiyk1AUy2UOfJLkrZhlqMGHXRPs/phhDq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\nnRDDMAxTMNgJMQzDMAWDnRDDMAxTMP4fGI5HRNjpy+oAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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WlQdNiVjFPb2bNEtNPHAO7tzwMovPPYm1C2ey+NyTuHPDyyoeK14ccqVtnHOn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\n/wEbBvVGtGGcPQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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zf2Jm/21mr5vZrH4/54dm1mFmz5nZyQNo+4C0NARbhV97/zouXLCaa+9fx9fO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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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VIzU43wR+BDwB/B/gDeC6sBZVC1xMcLoowQFuNt41JIILIRosLRgAN+8pKJYQ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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 仅高相关对的散射图\n",
    "for v,i,j in s_corr_list:\n",
    "    sns.pairplot(data, height=6, x_vars=cols[i],y_vars=cols[j] )\n",
    "    plt.show()\n",
    "#    temp and atemp,天气温度和人体感温直接关系\n",
    "#    atemp and cnt人体感温与租车数相关很大，温度合适租车会比较多，同理天气温度也是如此\n",
    "#   weathersit and hum 天气情况会直接影响适度，因此关联度较高"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 数据准备"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# 从原始数据中分离输入特征x和输出y\n",
    "y = data['cnt'].values\n",
    "X = data.drop('cnt', axis = 1)\n",
    "\n",
    "#用于后续显示权重系数对应的特征\n",
    "columns = X.columns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 分割数据集"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#将数据分割训练数据与测试数据\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "# 随机采样20%的数据构建测试样本，其余作为训练样本\n",
    "#X_train, X_test, y_train, y_test = train_test_split(X, y, random_state=33, test_size=0.2)\n",
    "#X_train.shape\n",
    "\n",
    "#训练集，本例人为指定\n",
    "X_train=X\n",
    "X_train.shape\n",
    "y_train=y\n",
    "X_train=data.drop(0)\n",
    "columns =X_train.columns\n",
    "\n",
    "# print（X_test）\n",
    "\n",
    "\n",
    "X_test = X_test\n",
    "X_test.shape\n",
    "y_test = y_test\n",
    "# print(X_test)\n",
    "X_test=data.drop(0)\n",
    "columns =X_test.columns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "数据预处理/特征工程"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "could not convert string to float: '2012-12-31'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-35-c3e7d6df6e4f>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      7\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m      8\u001b[0m \u001b[1;31m# 分别对训练和测试数据的特征以及目标值进行标准化处理\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m----> 9\u001b[0;31m \u001b[0mX_train\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mss_X\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfit_transform\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mX_train\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     10\u001b[0m \u001b[0mX_test\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mss_X\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtransform\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mX_test\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m     11\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[0;32mE:\\Anaconda3\\lib\\site-packages\\sklearn\\base.py\u001b[0m in \u001b[0;36mfit_transform\u001b[0;34m(self, X, y, **fit_params)\u001b[0m\n\u001b[1;32m    515\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0my\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m    516\u001b[0m             \u001b[1;31m# fit method of arity 1 (unsupervised transformation)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m--> 517\u001b[0;31m             \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfit\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mX\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mfit_params\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtransform\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mX\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    518\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m    519\u001b[0m             \u001b[1;31m# fit method of arity 2 (supervised transformation)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[0;32mE:\\Anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\data.py\u001b[0m in \u001b[0;36mfit\u001b[0;34m(self, X, y)\u001b[0m\n\u001b[1;32m    588\u001b[0m         \u001b[1;31m# Reset internal state before fitting\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m    589\u001b[0m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_reset\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m--> 590\u001b[0;31m         \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpartial_fit\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mX\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0my\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    591\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m    592\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0mpartial_fit\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mX\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0my\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[0;32mE:\\Anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\data.py\u001b[0m in \u001b[0;36mpartial_fit\u001b[0;34m(self, X, y)\u001b[0m\n\u001b[1;32m    610\u001b[0m         \"\"\"\n\u001b[1;32m    611\u001b[0m         X = check_array(X, accept_sparse=('csr', 'csc'), copy=self.copy,\n\u001b[0;32m--> 612\u001b[0;31m                         warn_on_dtype=True, estimator=self, dtype=FLOAT_DTYPES)\n\u001b[0m\u001b[1;32m    613\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m    614\u001b[0m         \u001b[1;31m# Even in the case of `with_mean=False`, we update the mean anyway\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[0;32mE:\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py\u001b[0m in \u001b[0;36mcheck_array\u001b[0;34m(array, accept_sparse, dtype, order, copy, force_all_finite, ensure_2d, allow_nd, ensure_min_samples, ensure_min_features, warn_on_dtype, estimator)\u001b[0m\n\u001b[1;32m    431\u001b[0m                                       force_all_finite)\n\u001b[1;32m    432\u001b[0m     \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m--> 433\u001b[0;31m         \u001b[0marray\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0marray\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0marray\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mdtype\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0morder\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0morder\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcopy\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mcopy\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    434\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m    435\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mensure_2d\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mValueError\u001b[0m: could not convert string to float: '2012-12-31'"
     ]
    }
   ],
   "source": [
    "# 数据标准化\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "# 分别初始化对特征和目标值的标准化器\n",
    "ss_X = StandardScaler()\n",
    "ss_y = StandardScaler()\n",
    "\n",
    "# 分别对训练和测试数据的特征以及目标值进行标准化处理\n",
    "X_train = ss_X.fit_transform(X_train)\n",
    "X_test = ss_X.transform(X_test)\n",
    "\n",
    "#对y做标准化不是必须\n",
    "#对y标准化的好处是不同问题的w差异不太大，同时正则参数的范围也有限\n",
    "y_train = ss_y.fit_transform(y_train.reshape(-1, 1))\n",
    "y_test = ss_y.transform(y_test.reshape(-1, 1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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